{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Beyond Standardization: A Comprehensive Review of Topic Modeling Validation Methods for Computational Social Science Research\n",
    "**Analysis Replication File**\n",
    "\n",
    "This jupyter notebook runs all the analysis steps that have been taken to get the descriptive numbers and visualizations. Please note that graphs might look different on your machine, depending on your settings.\n",
    "The code is not commented on in detail, however, the headings should give an insight into what the code is doing. The variable labels have been given during coding, so some of them are not as readable as others. \n",
    "In case there are any errors or inconsistencies please contact [the authors]. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Load all required packages\n",
    "\n",
    "# for data handling\n",
    "import pandas as pd\n",
    "\n",
    "# for analysis\n",
    "from scipy.stats import entropy\n",
    "import numpy as np\n",
    "import itertools\n",
    "from itertools import combinations\n",
    "\n",
    "\n",
    "# for plotting\n",
    "import seaborn as sns\n",
    "sns.set(context='paper', \n",
    "        style='whitegrid', \n",
    "        font_scale=1.2, \n",
    "        rc={'figure.figsize':(14,7),\n",
    "            'font.family':'sans-serif', \n",
    "            'font.size':15, \n",
    "            'axes.titlesize':15, \n",
    "            'axes.labelsize':10})\n",
    "\n",
    "colors = ['#0063A6',  '#A71C49', '#DD4814', '#F6A800', '#94C154', '#11897A', '#C589E8', '#666666']\n",
    "sns.set_palette(sns.color_palette(colors))\n",
    "\n",
    "import matplotlib.pyplot as plt\n",
    "import matplotlib.ticker as mtick\n",
    "\n",
    "import pywaffle\n",
    "from pywaffle import Waffle"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Overall we have 789 articles in our sample.\n",
      "For some graphs we will only look at more recent papers, the number of studies published since 2011 is: 750\n"
     ]
    }
   ],
   "source": [
    "# Load dataset\n",
    "path_to_dataset = 'ReplicationDataset.csv'\n",
    "df = pd.read_csv(path_to_dataset, sep=';')\n",
    "print(\"Overall we have\", len(df), \"articles in our sample.\")\n",
    "\n",
    "rows_count = df[df['Year'] >= 2011].shape[0]\n",
    "print(f\"For some graphs we will only look at more recent papers, the number of studies published since 2011 is: {rows_count}\")\n",
    "\n",
    "# fill empty cells with 0\n",
    "methods = ['Cross-Validation',\n",
    "       'diffMethods', 'Split Train Test Set', 'Baseline Model',\n",
    "       'CHI (Calinski-Harabarz Index)', 'Coherence', 'Exclusivity', 'Purity',\n",
    "       'Cohesion', 'Topic Uniqueness (TU)', 'Downstream Tasks', 'Accuracy',\n",
    "       'AUC-ROC', 'Error 1 & 2', 'F-Score', 'Fowlkes and Mallows Index (FMI)',\n",
    "       'Homogeneity Index', 'Mean Absolute Deviation (MAD)',\n",
    "       'Mean Absolute Error (MAE)', 'Mean Squared Error (MSE)',\n",
    "       'Precision & Recall',\n",
    "       'Recall-Oriented Understudy for Gisting Evaluation (ROUGE)',\n",
    "       'Root Mean Scared Error (RMSE)', 'Completeness', 'Experts',\n",
    "       'Human Analysis', 'Human Topic Interpretation',\n",
    "       'Theoretical Considerations', 'Top Documents', 'Topic Labeling',\n",
    "       'Word Intrusion', 'Real Life Dynamics', 'Topic Intrusion', 'Entropy',\n",
    "       'Jensen-Shannon Divergence (JSD)', 'Kullback–Leibler Divergence (KL)',\n",
    "       'Mutual Information (MI)', 'Perplexity',\n",
    "       'Variation of Information (VI)', 'Information Retrieval (IR)',\n",
    "       'Akaike Information Criterion (AIC)', 'Information Gain (IG)',\n",
    "       'Cluster Distance', 'DBI (Davies-Bouldin Index)', 'ARI',\n",
    "       'Jaccard Coefficient', 'Silhouette', 'Similarity']\n",
    "df[methods] = df[methods].fillna(0)\n",
    "\n",
    "# add categories\n",
    "df['ComparingMethods'] = df['Cross-Validation'] + df['diffMethods'] + df['Split Train Test Set'] + df['Baseline Model']\n",
    "df['Distinctivness'] = df['Coherence'] + df['Exclusivity'] + df['Purity']\n",
    "df['Downstream'] = df['Downstream Tasks']\n",
    "df['ErrorRateAnalysis'] = df['Accuracy'] + df['AUC-ROC'] + df['Error 1 & 2'] + df['F-Score'] + df['Mean Absolute Error (MAE)'] + df['Mean Squared Error (MSE)']  + df['Precision & Recall'] + df['Recall-Oriented Understudy for Gisting Evaluation (ROUGE)'] + df['Root Mean Scared Error (RMSE)']\n",
    "df['Human_int'] = df['Experts'] + df['Human Topic Interpretation'] + df['Top Documents'] + df['Topic Labeling'] + df['Word Intrusion']\n",
    "df['Human_ext'] = df['Human Analysis'] + df['Theoretical Considerations'] + df['Real Life Dynamics']\n",
    "df['Info'] = df['Entropy'] + df['Jensen-Shannon Divergence (JSD)'] + df['Kullback–Leibler Divergence (KL)'] + df['Perplexity']\n",
    "df['Similar'] = df['Jaccard Coefficient'] + df['Silhouette'] + df['Similarity']\n",
    "\n",
    "categories = ['ComparingMethods', 'Distinctivness', 'Downstream', 'ErrorRateAnalysis', 'Human_int', 'Human_ext', 'Similar', 'Info']\n",
    "\n",
    "\n",
    "# Add binary categories \n",
    "df['binary_ComparingMethods'] = (df['Cross-Validation'] + df['diffMethods'] + df['Split Train Test Set'] + df['Baseline Model']).apply(lambda x: 0 if x == 0 else 1)\n",
    "df['binary_Distinctivness'] = (df['Coherence'] + df['Exclusivity'] + df['Purity']).apply(lambda x: 0 if x == 0 else 1)\n",
    "df['binary_Downstream'] = (df['Downstream Tasks']).apply(lambda x: 0 if x == 0 else 1)\n",
    "df['binary_ErrorRateAnalysis'] = (df['Accuracy'] + df['AUC-ROC'] + df['Error 1 & 2'] + df['F-Score'] + df['Mean Absolute Error (MAE)'] + df['Mean Squared Error (MSE)']  + df['Precision & Recall'] + df['Recall-Oriented Understudy for Gisting Evaluation (ROUGE)'] + df['Root Mean Scared Error (RMSE)']).apply(lambda x: 0 if x == 0 else 1)\n",
    "df['binary_Human_int'] = (df['Experts'] + df['Human Topic Interpretation'] + df['Top Documents'] + df['Topic Labeling'] + df['Word Intrusion']).apply(lambda x: 0 if x == 0 else 1)\n",
    "df['binary_Human_ext'] = (df['Human Analysis'] + df['Theoretical Considerations'] + df['Real Life Dynamics']).apply(lambda x: 0 if x == 0 else 1)\n",
    "df['binary_Info'] = (df['Entropy'] + df['Jensen-Shannon Divergence (JSD)'] + df['Kullback–Leibler Divergence (KL)'] + df['Perplexity']).apply(lambda x: 0 if x == 0 else 1)\n",
    "df['binary_Similar'] = (df['Jaccard Coefficient'] + df['Silhouette'] + df['Similarity']).apply(lambda x: 0 if x == 0 else 1)\n",
    "\n",
    "binary_categories = ['binary_ComparingMethods', 'binary_Human_int', 'binary_ErrorRateAnalysis', 'binary_Downstream', 'binary_Info', 'binary_Human_ext', 'binary_Distinctivness', 'binary_Similar']\n",
    "\n",
    "# add needed counters\n",
    "df['method_count'] = df[methods].sum(axis=1)\n",
    "df['category_count'] = df[categories].sum(axis = 1, numeric_only=True)\n",
    "df['binary_category_count'] = df[binary_categories].sum(axis = 1, numeric_only=True)\n",
    "\n",
    "\n",
    "# add needed subsets\n",
    "substantive_df = df[df['Substantive'] == 1]\n",
    "methodological_df = df[df['Methodological'] == 1]\n",
    "core_sosci_df = df[df['Field'] == 'Social Science']\n",
    "peripheral_sosci_df = df[df['Field'] != 'Social Science']\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
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       "     index  RfE  Year  Methodological  Substantive  Multigoal  \\\n",
       "0        1    0  2016             0.0            1          1   \n",
       "1        4    0  2020             0.0            1          1   \n",
       "2        5    0  2020             0.0            1          1   \n",
       "3        6    0  2010             0.0            1          1   \n",
       "4        8    0  2019             0.0            1          1   \n",
       "..     ...  ...   ...             ...          ...        ...   \n",
       "784   1550    0  2021             1.0            0          1   \n",
       "785   1551    0  2014             0.0            1          1   \n",
       "786   1553    0  2015             0.0            1          1   \n",
       "787   1555    0  2016             1.0            0          1   \n",
       "788   1556    0  2016             1.0            0          1   \n",
       "\n",
       "                                           Publication Publication-short  \\\n",
       "0    IEEE INTERNATIONAL REQUIREMENTS ENGINEERING CO...                 C   \n",
       "1    International Conference on Mining Software Re...                 C   \n",
       "2           International Conference on World Wide Web                 C   \n",
       "3                          ACM Transactions on the Web                 J   \n",
       "4    International Conference on Artificial Intelli...                 C   \n",
       "..                                                 ...               ...   \n",
       "784                   Expert Systems with Applications                 J   \n",
       "785                       DATA & KNOWLEDGE ENGINEERING                 J   \n",
       "786  Working Conference on Mining Software Reposito...                 C   \n",
       "787  ACM SIGKDD International Conference on Knowled...                 C   \n",
       "788                  KNOWLEDGE AND INFORMATION SYSTEMS                 J   \n",
       "\n",
       "     Citations2024  age  ... binary_Distinctivness binary_Downstream  \\\n",
       "0             24.0    8  ...                     0                 0   \n",
       "1            155.0    4  ...                     1                 0   \n",
       "2             17.0    4  ...                     1                 0   \n",
       "3             10.0   14  ...                     0                 0   \n",
       "4              4.0    5  ...                     0                 0   \n",
       "..             ...  ...  ...                   ...               ...   \n",
       "784            8.0    3  ...                     0                 0   \n",
       "785           52.0   10  ...                     0                 1   \n",
       "786           64.0    9  ...                     0                 0   \n",
       "787          238.0    8  ...                     1                 0   \n",
       "788          253.0    8  ...                     1                 1   \n",
       "\n",
       "     binary_ErrorRateAnalysis  binary_Human_int  binary_Human_ext  \\\n",
       "0                           0                 1                 0   \n",
       "1                           0                 1                 0   \n",
       "2                           0                 1                 0   \n",
       "3                           0                 1                 1   \n",
       "4                           0                 1                 1   \n",
       "..                        ...               ...               ...   \n",
       "784                         1                 0                 0   \n",
       "785                         0                 0                 0   \n",
       "786                         1                 1                 0   \n",
       "787                         1                 0                 0   \n",
       "788                         1                 0                 0   \n",
       "\n",
       "     binary_Info  binary_Similar  method_count  category_count  \\\n",
       "0              0               0           3.0             2.0   \n",
       "1              0               1           5.0             5.0   \n",
       "2              0               0           3.0             3.0   \n",
       "3              0               0           3.0             3.0   \n",
       "4              0               0           2.0             2.0   \n",
       "..           ...             ...           ...             ...   \n",
       "784            0               0           4.0             4.0   \n",
       "785            0               0           2.0             2.0   \n",
       "786            0               0           3.0             3.0   \n",
       "787            0               0           5.0             5.0   \n",
       "788            0               0           7.0             7.0   \n",
       "\n",
       "     binary_category_count  \n",
       "0                        1  \n",
       "1                        3  \n",
       "2                        3  \n",
       "3                        2  \n",
       "4                        2  \n",
       "..                     ...  \n",
       "784                      2  \n",
       "785                      2  \n",
       "786                      3  \n",
       "787                      3  \n",
       "788                      4  \n",
       "\n",
       "[789 rows x 80 columns]"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "The average study uses 4.07 validation methods.\n",
      "The average study uses 2.78 binary validation categories.\n",
      "\n",
      "The average substantive study uses 3.74 validation methods.\n",
      "The average substantive study uses 2.67 binary validation categories.\n",
      "\n",
      "The average methodological study uses 4.34 validation methods.\n",
      "The average methodological study uses 2.88 binary validation categories.\n",
      "\n",
      "The average core social science study uses 3.61 validation methods.\n",
      "The average core social science study uses 2.50 binary validation categories.\n",
      "\n",
      "The average peripheral social science study uses 4.16 validation methods.\n",
      "The average peripheral social science study uses 2.84 binary validation categories.\n",
      "\n"
     ]
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1400x700 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1400x700 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "## get overview over how many methods a study uses\n",
    "\n",
    "# raw numbers\n",
    "print(f'The average study uses {df[\"method_count\"].mean():.2f} validation methods.\\n'\n",
    "      f'The average study uses {df[\"binary_category_count\"].mean():.2f} binary validation categories.\\n')\n",
    "\n",
    "# Print the averages for each subset\n",
    "print(f'The average substantive study uses {substantive_df[\"method_count\"].mean():.2f} validation methods.\\n'\n",
    "      f'The average substantive study uses {substantive_df[\"binary_category_count\"].mean():.2f} binary validation categories.\\n')\n",
    "\n",
    "print(f'The average methodological study uses {methodological_df[\"method_count\"].mean():.2f} validation methods.\\n'\n",
    "      f'The average methodological study uses {methodological_df[\"binary_category_count\"].mean():.2f} binary validation categories.\\n')\n",
    "\n",
    "print(f'The average core social science study uses {core_sosci_df[\"method_count\"].mean():.2f} validation methods.\\n'\n",
    "      f'The average core social science study uses {core_sosci_df[\"binary_category_count\"].mean():.2f} binary validation categories.\\n')\n",
    "\n",
    "print(f'The average peripheral social science study uses {peripheral_sosci_df[\"method_count\"].mean():.2f} validation methods.\\n'\n",
    "      f'The average peripheral social science study uses {peripheral_sosci_df[\"binary_category_count\"].mean():.2f} binary validation categories.\\n')\n",
    "\n",
    "\n",
    "# Plot 1: Substantive vs. Methodological Studies Over Time\n",
    "df_year = df['Year'].value_counts().sort_index()\n",
    "df_fields = pd.DataFrame({\n",
    "    'substantive studies': df['Substantive'], \n",
    "    'methodological studies': df['Methodological'], \n",
    "    'Year': df['Year']\n",
    "})\n",
    "tab = df_fields.groupby('Year').sum()\n",
    "tab['all studies'] = df_year\n",
    "tab = tab[['all studies', 'substantive studies', 'methodological studies']].drop(2022)\n",
    "\n",
    "plt.figure()  # Create a new figure for the first plot\n",
    "vis1 = sns.lineplot(data=tab['all studies'], label='Full Set of Studies', linewidth=1.5, linestyle='-')\n",
    "sns.lineplot(data=tab['substantive studies'], label='Substantive Studies', linewidth=1.5, linestyle='--', ax=vis1)\n",
    "sns.lineplot(data=tab['methodological studies'], label='Methodological Studies', linewidth=1.5, linestyle=':', ax=vis1)\n",
    "vis1.set_xticks(range(2004, 2022, 2))\n",
    "vis1.set_yticks(range(0, 120, 10))\n",
    "vis1.set(xlabel=None, ylabel=None)\n",
    "fig1 = vis1.get_figure()\n",
    "fig1.savefig('overtime_numberOfStudies.png', bbox_inches='tight')\n",
    "\n",
    "# Plot 2: Core vs. Peripheral Social Sciences Over Time\n",
    "core_sosci_counts = core_sosci_df.groupby('Year').size()\n",
    "peripheral_sosci_counts = peripheral_sosci_df.groupby('Year').size()\n",
    "tab_core_peripheral = pd.DataFrame({\n",
    "    'Core Social Sciences': core_sosci_counts, \n",
    "    'Peripheral Social Sciences': peripheral_sosci_counts\n",
    "})\n",
    "tab_core_peripheral['all studies'] = df_year\n",
    "tab_core_peripheral = tab_core_peripheral[['all studies', 'Core Social Sciences', 'Peripheral Social Sciences']].drop(2022)\n",
    "\n",
    "plt.figure()  # Create a new figure for the second plot\n",
    "core_color = colors[3]  \n",
    "peripheral_color = colors[3]  \n",
    "vis2 = sns.lineplot(data=tab_core_peripheral['all studies'], label='Full Set of Studies', linewidth=1.5, linestyle='-')\n",
    "sns.lineplot(data=tab_core_peripheral['Core Social Sciences'], label='Core Social Sciences', linewidth=1.5, linestyle='--', color=core_color, ax=vis2)\n",
    "sns.lineplot(data=tab_core_peripheral['Peripheral Social Sciences'], label='Peripheral Social Sciences', linewidth=1.5, linestyle=':', color=peripheral_color, ax=vis2)\n",
    "vis2.set_xticks(range(2004, 2022, 2))\n",
    "vis2.set_yticks(range(0, 100, 10))\n",
    "vis2.set(xlabel=None, ylabel=None)\n",
    "fig2 = vis2.get_figure()\n",
    "fig2.savefig('overtime_core_vs_peripheral_social_sciences.png', bbox_inches='tight')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Overall: \n",
      " ACM International Conference on Information and Knowledge Management          38\n",
      "International Conference on World Wide Web                                    34\n",
      "ACM SIGKDD International Conference on Knowledge Discovery and Data Mining    25\n",
      "ACM SIGIR Conference on Research and Development in Information Retrieval     22\n",
      "ACM International Conference on Web Search and Data Mining                    18\n",
      "Conference on Empirical Methods in Natural Language Processing                 9\n",
      "ACM Transactions on Knowledge Discovery from Data                              9\n",
      "IEEE ACCESS                                                                    9\n",
      "ACM Transactions on Intelligent Systems and Technology                         9\n",
      "ACM Transactions on Information Systems                                        8\n",
      "Name: Publication, dtype: int64 \n",
      "\n",
      "Journals: \n",
      " IEEE ACCESS                                                        9\n",
      "ACM Transactions on Intelligent Systems and Technology             9\n",
      "ACM Transactions on Knowledge Discovery from Data                  9\n",
      "ACM Transactions on Information Systems                            8\n",
      "International Journal of Communication                             8\n",
      "Journal of Machine Learning Research                               8\n",
      "Communication Methods & Measures                                   7\n",
      "IEEE/ACM Transactions on Audio, Speech, and Language Processing    7\n",
      "Political Communication                                            6\n",
      "Marketing Science                                                  6\n",
      "Name: Publication, dtype: int64 \n",
      "\n",
      "Conferences: \n",
      " ACM International Conference on Information and Knowledge Management                    38\n",
      "International Conference on World Wide Web                                              34\n",
      "ACM SIGKDD International Conference on Knowledge Discovery and Data Mining              25\n",
      "ACM SIGIR Conference on Research and Development in Information Retrieval               22\n",
      "ACM International Conference on Web Search and Data Mining                              18\n",
      "Conference on Empirical Methods in Natural Language Processing                           9\n",
      "ACM Conference on Web Science                                                            7\n",
      "ACM Conference on Computer Supported Cooperative Work and Social Computing               5\n",
      "IEEE/ACM International Conference on Advances in Social Networks Analysis and Mining     5\n",
      "Annual Meeting of the Association for Computational Linguistics                          5\n",
      "Name: Publication, dtype: int64 \n",
      "\n",
      "Core Social Science: \n",
      " International Journal of Communication                     8\n",
      "Communication Methods & Measures                           7\n",
      "Marketing Science                                          6\n",
      "Political Communication                                    6\n",
      "Environmental Communication                                4\n",
      "Journalism Studies                                         4\n",
      "Journal of Broadcasting & Electronic Media                 3\n",
      "International Conference on Social Media and Society       2\n",
      "American Sociological Review                               2\n",
      "International Conference on Digital Government Research    2\n",
      "Name: Publication, dtype: int64 \n",
      "\n",
      "Peripheral Social Science: \n",
      " ACM International Conference on Information and Knowledge Management          38\n",
      "International Conference on World Wide Web                                    34\n",
      "ACM SIGKDD International Conference on Knowledge Discovery and Data Mining    25\n",
      "ACM SIGIR Conference on Research and Development in Information Retrieval     22\n",
      "ACM International Conference on Web Search and Data Mining                    18\n",
      "ACM Transactions on Knowledge Discovery from Data                              9\n",
      "ACM Transactions on Intelligent Systems and Technology                         9\n",
      "IEEE ACCESS                                                                    9\n",
      "Conference on Empirical Methods in Natural Language Processing                 9\n",
      "ACM Transactions on Information Systems                                        8\n",
      "Name: Publication, dtype: int64 \n",
      "\n"
     ]
    }
   ],
   "source": [
    "### Print an Overview of the most frequent publication spots:\n",
    "\n",
    "print('Overall: \\n', df.Publication.value_counts().head(10), '\\n')\n",
    "\n",
    "df_journals = df[df['Publication-short']== 'J']\n",
    "print('Journals: \\n', df_journals.Publication.value_counts().head(10), '\\n')\n",
    "\n",
    "df_conf = df[df['Publication-short']== 'C']\n",
    "print('Conferences: \\n', df_conf.Publication.value_counts().head(10), '\\n')\n",
    "\n",
    "print('Core Social Science: \\n', core_sosci_df.Publication.value_counts().head(10), '\\n')\n",
    "\n",
    "print('Peripheral Social Science: \\n', peripheral_sosci_df.Publication.value_counts().head(10), '\\n')\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Journals: Absolute = 362, Frequency = 45.88%\n",
      "Conferences: Absolute = 426, Frequency = 53.99%\n"
     ]
    }
   ],
   "source": [
    "### Get an Overview of the Frequencies\n",
    "\n",
    "publication_counts = df['Publication-short'].value_counts()\n",
    "publication_frequencies = df['Publication-short'].value_counts(normalize=True)\n",
    "\n",
    "j_count = publication_counts.get('J', 0)  \n",
    "j_frequency = publication_frequencies.get('J', 0) \n",
    "\n",
    "c_count = publication_counts.get('C', 0) \n",
    "c_frequency = publication_frequencies.get('C', 0)  \n",
    "\n",
    "\n",
    "print(f\"Journals: Absolute = {j_count}, Frequency = {j_frequency:.2%}\")\n",
    "print(f\"Conferences: Absolute = {c_count}, Frequency = {c_frequency:.2%}\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "Method: Cross-Validation\n",
      "----------------------------------------\n",
      "0.0    695\n",
      "1.0     91\n",
      "2.0      3\n",
      "----------------------------------------\n",
      "\n",
      "Method: diffMethods\n",
      "----------------------------------------\n",
      "0.0    575\n",
      "1.0    214\n",
      "----------------------------------------\n",
      "\n",
      "Method: Split Train Test Set\n",
      "----------------------------------------\n",
      "0.0    486\n",
      "1.0    301\n",
      "2.0      2\n",
      "----------------------------------------\n",
      "\n",
      "Method: Baseline Model\n",
      "----------------------------------------\n",
      "0.0    661\n",
      "1.0    110\n",
      "2.0     17\n",
      "3.0      1\n",
      "----------------------------------------\n",
      "\n",
      "Method: CHI (Calinski-Harabarz Index)\n",
      "----------------------------------------\n",
      "0.0    784\n",
      "1.0      5\n",
      "----------------------------------------\n",
      "\n",
      "Method: Coherence\n",
      "----------------------------------------\n",
      "0.0    620\n",
      "1.0    122\n",
      "2.0     36\n",
      "3.0      7\n",
      "4.0      1\n",
      "5.0      3\n",
      "----------------------------------------\n",
      "\n",
      "Method: Exclusivity\n",
      "----------------------------------------\n",
      "0.0    763\n",
      "1.0     26\n",
      "----------------------------------------\n",
      "\n",
      "Method: Purity\n",
      "----------------------------------------\n",
      "0.0    775\n",
      "1.0     14\n",
      "----------------------------------------\n",
      "\n",
      "Method: Cohesion\n",
      "----------------------------------------\n",
      "0.0    788\n",
      "1.0      1\n",
      "----------------------------------------\n",
      "\n",
      "Method: Topic Uniqueness (TU)\n",
      "----------------------------------------\n",
      "0.0    784\n",
      "1.0      5\n",
      "----------------------------------------\n",
      "\n",
      "Method: Downstream Tasks\n",
      "----------------------------------------\n",
      "0.0    469\n",
      "1.0    307\n",
      "2.0     12\n",
      "3.0      1\n",
      "----------------------------------------\n",
      "\n",
      "Method: Accuracy\n",
      "----------------------------------------\n",
      "0.0    652\n",
      "1.0    135\n",
      "2.0      2\n",
      "----------------------------------------\n",
      "\n",
      "Method: AUC-ROC\n",
      "----------------------------------------\n",
      "0.0    764\n",
      "1.0     21\n",
      "2.0      3\n",
      "3.0      1\n",
      "----------------------------------------\n",
      "\n",
      "Method: Error 1 & 2\n",
      "----------------------------------------\n",
      "0.0    777\n",
      "1.0      5\n",
      "2.0      6\n",
      "5.0      1\n",
      "----------------------------------------\n",
      "\n",
      "Method: F-Score\n",
      "----------------------------------------\n",
      "0.0    654\n",
      "1.0    131\n",
      "2.0      4\n",
      "----------------------------------------\n",
      "\n",
      "Method: Fowlkes and Mallows Index (FMI)\n",
      "----------------------------------------\n",
      "0.0    785\n",
      "1.0      3\n",
      "2.0      1\n",
      "----------------------------------------\n",
      "\n",
      "Method: Homogeneity Index\n",
      "----------------------------------------\n",
      "0.0    783\n",
      "1.0      6\n",
      "----------------------------------------\n",
      "\n",
      "Method: Mean Absolute Deviation (MAD)\n",
      "----------------------------------------\n",
      "0.0    786\n",
      "1.0      3\n",
      "----------------------------------------\n",
      "\n",
      "Method: Mean Absolute Error (MAE)\n",
      "----------------------------------------\n",
      "0.0    779\n",
      "1.0      9\n",
      "2.0      1\n",
      "----------------------------------------\n",
      "\n",
      "Method: Mean Squared Error (MSE)\n",
      "----------------------------------------\n",
      "0.0    780\n",
      "1.0      9\n",
      "----------------------------------------\n",
      "\n",
      "Method: Precision & Recall\n",
      "----------------------------------------\n",
      "0.0    590\n",
      "1.0    167\n",
      "2.0     23\n",
      "3.0      6\n",
      "4.0      3\n",
      "----------------------------------------\n",
      "\n",
      "Method: Recall-Oriented Understudy for Gisting Evaluation (ROUGE)\n",
      "----------------------------------------\n",
      "0.0    778\n",
      "1.0     11\n",
      "----------------------------------------\n",
      "\n",
      "Method: Root Mean Scared Error (RMSE)\n",
      "----------------------------------------\n",
      "0.0    776\n",
      "1.0     12\n",
      "2.0      1\n",
      "----------------------------------------\n",
      "\n",
      "Method: Completeness\n",
      "----------------------------------------\n",
      "0.0    784\n",
      "1.0      5\n",
      "----------------------------------------\n",
      "\n",
      "Method: Experts\n",
      "----------------------------------------\n",
      "0.0    754\n",
      "1.0     34\n",
      "2.0      1\n",
      "----------------------------------------\n",
      "\n",
      "Method: Human Analysis\n",
      "----------------------------------------\n",
      "0.0    712\n",
      "1.0     69\n",
      "2.0      8\n",
      "----------------------------------------\n",
      "\n",
      "Method: Human Topic Interpretation\n",
      "----------------------------------------\n",
      "0.0    602\n",
      "1.0    170\n",
      "2.0     13\n",
      "3.0      2\n",
      "4.0      1\n",
      "5.0      1\n",
      "----------------------------------------\n",
      "\n",
      "Method: Theoretical Considerations\n",
      "----------------------------------------\n",
      "0.0    714\n",
      "1.0     74\n",
      "2.0      1\n",
      "----------------------------------------\n",
      "\n",
      "Method: Top Documents\n",
      "----------------------------------------\n",
      "0.0    738\n",
      "1.0     51\n",
      "----------------------------------------\n",
      "\n",
      "Method: Topic Labeling\n",
      "----------------------------------------\n",
      "0.0    479\n",
      "1.0    301\n",
      "2.0      8\n",
      "3.0      1\n",
      "----------------------------------------\n",
      "\n",
      "Method: Word Intrusion\n",
      "----------------------------------------\n",
      "0.0    773\n",
      "1.0     16\n",
      "----------------------------------------\n",
      "\n",
      "Method: Real Life Dynamics\n",
      "----------------------------------------\n",
      "0.0    741\n",
      "1.0     47\n",
      "2.0      1\n",
      "----------------------------------------\n",
      "\n",
      "Method: Topic Intrusion\n",
      "----------------------------------------\n",
      "0.0    784\n",
      "1.0      5\n",
      "----------------------------------------\n",
      "\n",
      "Method: Entropy\n",
      "----------------------------------------\n",
      "0.0    778\n",
      "1.0     11\n",
      "----------------------------------------\n",
      "\n",
      "Method: Jensen-Shannon Divergence (JSD)\n",
      "----------------------------------------\n",
      "0.0    765\n",
      "1.0     22\n",
      "2.0      2\n",
      "----------------------------------------\n",
      "\n",
      "Method: Kullback–Leibler Divergence (KL)\n",
      "----------------------------------------\n",
      "0.0    753\n",
      "1.0     35\n",
      "2.0      1\n",
      "----------------------------------------\n",
      "\n",
      "Method: Mutual Information (MI)\n",
      "----------------------------------------\n",
      "0.0    784\n",
      "1.0      4\n",
      "2.0      1\n",
      "----------------------------------------\n",
      "\n",
      "Method: Perplexity\n",
      "----------------------------------------\n",
      "0.0    645\n",
      "1.0    139\n",
      "2.0      5\n",
      "----------------------------------------\n",
      "\n",
      "Method: Variation of Information (VI)\n",
      "----------------------------------------\n",
      "0.0    784\n",
      "1.0      5\n",
      "----------------------------------------\n",
      "\n",
      "Method: Information Retrieval (IR)\n",
      "----------------------------------------\n",
      "0.0    788\n",
      "1.0      1\n",
      "----------------------------------------\n",
      "\n",
      "Method: Akaike Information Criterion (AIC)\n",
      "----------------------------------------\n",
      "0.0    786\n",
      "1.0      3\n",
      "----------------------------------------\n",
      "\n",
      "Method: Information Gain (IG)\n",
      "----------------------------------------\n",
      "0.0    784\n",
      "1.0      4\n",
      "2.0      1\n",
      "----------------------------------------\n",
      "\n",
      "Method: Cluster Distance\n",
      "----------------------------------------\n",
      "0.0    786\n",
      "1.0      2\n",
      "2.0      1\n",
      "----------------------------------------\n",
      "\n",
      "Method: DBI (Davies-Bouldin Index)\n",
      "----------------------------------------\n",
      "0.0    783\n",
      "1.0      6\n",
      "----------------------------------------\n",
      "\n",
      "Method: ARI\n",
      "----------------------------------------\n",
      "0.0    783\n",
      "1.0      6\n",
      "----------------------------------------\n",
      "\n",
      "Method: Jaccard Coefficient\n",
      "----------------------------------------\n",
      "0.0    776\n",
      "1.0     13\n",
      "----------------------------------------\n",
      "\n",
      "Method: Silhouette\n",
      "----------------------------------------\n",
      "0.0    775\n",
      "1.0     13\n",
      "2.0      1\n",
      "----------------------------------------\n",
      "\n",
      "Method: Similarity\n",
      "----------------------------------------\n",
      "0.0    744\n",
      "1.0     38\n",
      "2.0      7\n",
      "----------------------------------------\n"
     ]
    }
   ],
   "source": [
    "### Insights into use of individual methods:\n",
    "\n",
    "separator = '-' * 40\n",
    "for v in methods:\n",
    "    print(f\"\\nMethod: {v}\\n{separator}\")\n",
    "    print(df[v].value_counts().sort_index().to_string())\n",
    "    print(separator)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "Validation Categories Summary\n",
      "----------------------------------------\n",
      "ComparingMethods: 763.0\n",
      "Distinctivness: 274.0\n",
      "Downstream: 334.0\n",
      "ErrorRateAnalysis: 618.0\n",
      "Human_ext: 210.0\n",
      "Human_int: 634.0\n",
      "Info: 223.0\n",
      "Similar: 80.0\n",
      "----------------------------------------\n",
      "\n",
      "Binary Validation Categories Summary\n",
      "----------------------------------------\n",
      "binary_ComparingMethods: 483\n",
      "binary_Distinctivness: 176\n",
      "binary_Downstream: 320\n",
      "binary_ErrorRateAnalysis: 351\n",
      "binary_Human_ext: 177\n",
      "binary_Human_int: 428\n",
      "binary_Info: 191\n",
      "binary_Similar: 66\n",
      "----------------------------------------\n"
     ]
    }
   ],
   "source": [
    "### Insights into use of categories:\n",
    "\n",
    "sorted_categories = sorted(categories)\n",
    "\n",
    "print(\"\\nValidation Categories Summary\\n\" + separator)\n",
    "for c in sorted_categories:\n",
    "    print(f\"{c}: {df[c].sum()}\")\n",
    "print(separator)\n",
    "\n",
    "sorted_binary_categories = sorted(binary_categories)\n",
    "\n",
    "print(\"\\nBinary Validation Categories Summary\\n\" + separator)\n",
    "for c in sorted_binary_categories:\n",
    "    print(f\"{c}: {df[c].sum()}\")\n",
    "print(separator)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "### waffle plots\n",
    "df_binary_categories = pd.DataFrame({\n",
    "    'category': binary_categories,\n",
    "    'nonnullcount': df[binary_categories].sum(),\n",
    "})\n",
    "\n",
    "df_binary_categories['percentage'] = (df_binary_categories['nonnullcount'] / len(df)) * 100\n",
    "df_binary_categories['percentage'] = df_binary_categories['percentage'].round(1)\n",
    "\n",
    "# Set up custom color palette and category names\n",
    "colors = ['#0063A6',  '#A71C49', '#DD4814', '#F6A800', '#94C154', '#11897A', '#C589E8', '#666666']\n",
    "pal_ = list(sns.color_palette(colors).as_hex())\n",
    "cat_names = [\n",
    "    'Model Comparison', 'Internal Qualitative Inspection', 'Error Rate Analysis',\n",
    "    'Downstream Tasks', 'Information Theory Metrics', 'External Qualitative Inspection',\n",
    "    'Distinctivness of Topwords', 'Similarity and Distance Measures'\n",
    "]\n",
    "\n",
    "# Plot waffle charts for each category\n",
    "plt.rcParams['savefig.facecolor'] = 'white'\n",
    "keep_sname = []\n",
    "\n",
    "# Loop through the DataFrame using `enumerate()` to ensure integer indexing for the palette\n",
    "for idx, (index, row) in enumerate(df_binary_categories.iterrows()):\n",
    "    fig = plt.figure(\n",
    "        FigureClass=Waffle,\n",
    "        rows=5, columns=20,\n",
    "        values=[row['percentage'], 100 - row['percentage']],\n",
    "        colors=[pal_[idx], 'gainsboro'],  # Use integer index `idx` to access `pal_`\n",
    "        figsize=(3, 3)\n",
    "    )\n",
    "    \n",
    "    plt.title(f\"{cat_names[idx]}: {row['percentage']}% ({row['nonnullcount']} studies)\", fontsize=8)\n",
    "    keep_sname.append(f\"waffle_{row['category']}.png\")\n",
    "    plt.tight_layout()\n",
    "    \n",
    "    # Save the figure as a PDF\n",
    "    plt.savefig(\n",
    "        f\"waffle_{row['category']}.pdf\",\n",
    "        bbox_inches='tight', format='pdf'\n",
    "    )\n",
    "    plt.close(fig)\n",
    "\n",
    "# Function to create waffle plots for subsets\n",
    "def create_waffle_plots_for_subset(subset_df, subset_name):\n",
    "    df_binary_categories = pd.DataFrame({\n",
    "        'category': binary_categories,\n",
    "        'nonnullcount': subset_df[binary_categories].sum(),\n",
    "    })\n",
    "\n",
    "    df_binary_categories['percentage'] = (df_binary_categories['nonnullcount'] / len(subset_df)) * 100\n",
    "    df_binary_categories['percentage'] = df_binary_categories['percentage'].round(1)\n",
    "\n",
    "    # Set up color palette and category names\n",
    "    colors = ['#0063A6',  '#A71C49', '#DD4814', '#F6A800', '#94C154', '#11897A', '#C589E8', '#666666']\n",
    "    pal_ = list(sns.color_palette(colors).as_hex())\n",
    "    cat_names = [\n",
    "        'Model Comparison', 'Internal Qualitative Inspection', 'Error Rate Analysis',\n",
    "        'Downstream Tasks', 'Information Theory Metrics', 'External Qualitative Inspection',\n",
    "        'Distinctivness of Topwords', 'Similarity and Distance Measures'\n",
    "    ]\n",
    "\n",
    "    # Plot waffle charts for each category\n",
    "    plt.rcParams['savefig.facecolor'] = 'white'\n",
    "    keep_sname = []\n",
    "\n",
    "    for idx, (index, row) in enumerate(df_binary_categories.iterrows()):\n",
    "        fig = plt.figure(\n",
    "            FigureClass=Waffle,\n",
    "            rows=5, columns=20,\n",
    "            values=[row['percentage'], 100 - row['percentage']],\n",
    "            colors=[pal_[idx], 'gainsboro'],  # Use integer index `idx` to access `pal_`\n",
    "            figsize=(3, 3)\n",
    "        )\n",
    "\n",
    "        # Update title to include subset name\n",
    "        plt.title(f\"{cat_names[idx]} ({subset_name}): {row['percentage']}% ({row['nonnullcount']} studies)\", fontsize=8)\n",
    "        keep_sname.append(f\"waffle_{row['category']}_{subset_name}.png\")\n",
    "        plt.tight_layout()\n",
    "\n",
    "        # Save the figure as a PDF\n",
    "        plt.savefig(\n",
    "            f\"waffle_{row['category']}_{subset_name}.pdf\",\n",
    "            bbox_inches='tight', format='pdf'\n",
    "        )\n",
    "        plt.close(fig)  # Close the figure to free memory\n",
    "\n",
    "# Create plots for each subset\n",
    "create_waffle_plots_for_subset(substantive_df, 'substantive')\n",
    "create_waffle_plots_for_subset(methodological_df, 'methodological')\n",
    "create_waffle_plots_for_subset(core_sosci_df, 'core')\n",
    "create_waffle_plots_for_subset(peripheral_sosci_df, 'peripheral')\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "### Visualization of methods used over time \n",
    "\n",
    "# Filter the DataFrame to include only studies published in 2011 or later\n",
    "df_overtime = df[df['Year'] >= 2011]\n",
    "\n",
    "grouped_means = df_overtime.groupby('Year').mean(numeric_only=True)\n",
    "subst_val = df_overtime[df_overtime['Substantive'] == 1].groupby('Year').mean(numeric_only=True)['method_count']\n",
    "meth_val = df_overtime[df_overtime['Methodological'] == 1].groupby('Year').mean(numeric_only=True)['method_count']\n",
    "core_val = df_overtime[df_overtime['Field'] == 'Social Science'].groupby('Year').mean(numeric_only=True)['method_count']\n",
    "peripheral_val = df_overtime[df_overtime['Field'] != 'Social Science'].groupby('Year').mean(numeric_only=True)['method_count']\n",
    "\n",
    "# Plot 1: Visualize the mean number of validation methods used per paper over time (All, Substantive, Methodological)\n",
    "df_year_val = pd.DataFrame({\n",
    "    'Year': grouped_means.index,\n",
    "    'All Studies': grouped_means['method_count'],\n",
    "    'Substantive Research': subst_val,\n",
    "    'Methodological Research': meth_val\n",
    "}).fillna(0).reset_index(drop=True)\n",
    "\n",
    "plt.figure(figsize=(10, 6))\n",
    "vis = sns.lineplot(\n",
    "    x='Year', y='value', hue='variable', style='variable', \n",
    "    data=pd.melt(df_year_val, ['Year']), linewidth=1.5\n",
    ")\n",
    "\n",
    "handles, labels = vis.get_legend_handles_labels()\n",
    "vis.legend(title=None, loc='upper left', handles=handles, labels=['All Studies', 'Substantive Research', 'Methodological Research'], prop={'size': 12})\n",
    "vis.set_xticks(range(2011, 2023, 2))\n",
    "vis.set_yticks([0, 0.5, 1, 1.5, 2, 2.5, 3, 3.5, 4, 4.5, 5, 5.5, 6])\n",
    "vis.set(xlabel=None, ylabel=None)\n",
    "\n",
    "plt.rcParams.update({'font.size': 25})\n",
    "plt.savefig('meanovertime.pdf', bbox_inches='tight', format='pdf')\n",
    "\n",
    "# Plot 2: Core vs. Peripheral Social Sciences over time\n",
    "\n",
    "df_core_peripheral_val = pd.DataFrame({\n",
    "    'Year': grouped_means.index,\n",
    "    'All Studies': grouped_means['method_count'],\n",
    "    'Core Social Sciences': core_val,\n",
    "    'Peripheral Social Sciences': peripheral_val\n",
    "}).fillna(0).reset_index(drop=True)\n",
    "\n",
    "core_periphery_colors = [colors[0], colors[3], colors[4]]  \n",
    "\n",
    "plt.figure(figsize=(10, 6))\n",
    "vis2 = sns.lineplot(\n",
    "    x='Year', y='value', hue='variable', style='variable', \n",
    "    data=pd.melt(df_core_peripheral_val, ['Year']), linewidth=1.5, palette=core_periphery_colors\n",
    ")\n",
    "\n",
    "handles, labels = vis2.get_legend_handles_labels()\n",
    "vis2.legend(title=None, loc='upper left', handles=handles, labels=['All Studies', 'Core Social Sciences', 'Peripheral Social Sciences'], prop={'size': 12})\n",
    "vis2.set_xticks(range(2011, 2023, 2))\n",
    "vis2.set_yticks([0, 0.5, 1, 1.5, 2, 2.5, 3, 3.5, 4, 4.5, 5, 5.5, 6])\n",
    "vis2.set(xlabel=None, ylabel=None)\n",
    "\n",
    "plt.rcParams.update({'font.size': 25})\n",
    "plt.savefig('core_vs_periphery_meanovertime.pdf', bbox_inches='tight', format='pdf')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "### Visualization of categories used over time \n",
    "\n",
    "\n",
    "# Group by 'Year' and calculate means for different subsets (binary validation categories)\n",
    "grouped_means_cat = df_overtime.groupby('Year').mean(numeric_only=True)\n",
    "subst_val_cat = df_overtime[df_overtime['Substantive'] == 1].groupby('Year').mean(numeric_only=True)['binary_category_count']\n",
    "meth_val_cat = df_overtime[df_overtime['Methodological'] == 1].groupby('Year').mean(numeric_only=True)['binary_category_count']\n",
    "core_val_cat = df_overtime[df_overtime['Field'] == 'Social Science'].groupby('Year').mean(numeric_only=True)['binary_category_count']\n",
    "peripheral_val_cat = df_overtime[df_overtime['Field'] != 'Social Science'].groupby('Year').mean(numeric_only=True)['binary_category_count']\n",
    "\n",
    "# Plot 1: Visualize the mean number of binary validation categories used per paper over time (All, Substantive, Methodological)\n",
    "df_year_val_cat = pd.DataFrame({\n",
    "    'Year': grouped_means_cat.index,\n",
    "    'All Studies': grouped_means_cat['binary_category_count'],\n",
    "    'Substantive Research': subst_val_cat,\n",
    "    'Methodological Research': meth_val_cat\n",
    "}).fillna(0).reset_index(drop=True)\n",
    "\n",
    "plt.figure(figsize=(10, 6))\n",
    "vis_cat = sns.lineplot(\n",
    "    x='Year', y='value', hue='variable', style='variable', \n",
    "    data=pd.melt(df_year_val_cat, ['Year']), linewidth=1.5\n",
    ")\n",
    "\n",
    "handles, labels = vis_cat.get_legend_handles_labels()\n",
    "vis_cat.legend(title=None, loc='upper left', handles=handles, labels=['All Studies', 'Substantive Research', 'Methodological Research'], prop={'size': 12})\n",
    "vis_cat.set_xticks(range(2011, 2023, 2))\n",
    "vis_cat.set_yticks([0, 0.5, 1, 1.5, 2, 2.5, 3, 3.5, 4])\n",
    "vis_cat.set(xlabel=None, ylabel=None)\n",
    "\n",
    "plt.rcParams.update({'font.size': 25})\n",
    "plt.savefig('meanovertime_categories.pdf', bbox_inches='tight', format='pdf')\n",
    "\n",
    "# Plot 2: Core vs. Peripheral Social Sciences with All Studies (binary validation categories) over time\n",
    "\n",
    "df_core_peripheral_val_cat = pd.DataFrame({\n",
    "    'Year': grouped_means_cat.index,\n",
    "    'All Studies': grouped_means_cat['binary_category_count'],\n",
    "    'Core Social Sciences': core_val_cat,\n",
    "    'Peripheral Social Sciences': peripheral_val_cat\n",
    "}).fillna(0).reset_index(drop=True)\n",
    "\n",
    "core_periphery_colors_cat = [colors[0], colors[3], colors[4]]  # Using colors 4 and 5 for Core and Peripheral\n",
    "\n",
    "plt.figure(figsize=(10, 6))\n",
    "vis2_cat = sns.lineplot(\n",
    "    x='Year', y='value', hue='variable', style='variable', \n",
    "    data=pd.melt(df_core_peripheral_val_cat, ['Year']), linewidth=1.5, palette=core_periphery_colors_cat\n",
    ")\n",
    "\n",
    "handles, labels = vis2_cat.get_legend_handles_labels()\n",
    "vis2_cat.legend(title=None, loc='upper left', handles=handles, labels=['All Studies', 'Core Social Sciences', 'Peripheral Social Sciences'], prop={'size': 12})\n",
    "vis2_cat.set_xticks(range(2011, 2023, 2))\n",
    "vis2_cat.set_yticks([0, 0.5, 1, 1.5, 2, 2.5, 3, 3.5, 4])\n",
    "vis2_cat.set(xlabel=None, ylabel=None)\n",
    "\n",
    "plt.rcParams.update({'font.size': 25})\n",
    "plt.savefig('meanovertime_categories_core_vs_periphery.pdf', bbox_inches='tight', format='pdf')\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1400x700 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1400x700 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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ERERERKRqnA6m4VxcXKR/19PTg7m5uVxz4W0RERFwd3eHUChEfn4+8vPzYWxsDFdXV1y4cEHmXEW7kZmbm0ubBgCkDZHCRpu/vz/Wrl2LvLw83Lt3D6dOnUJwcDBEIpF0GtHHFG4DLhAIPnheYfxTppkpI793Va5cGVu2bIGrqyueP3+OixcvYuvWrfj3338/6Zpt27aFgYEBjh07BgBITExEVFQUunbtCqDgvZNIJGjdurX0vcvPz0fr1q2Rk5OD6OjoT8r7Y++lu7s7Lly4gD59+mDjxo3477//0K9fP/j7+8tc593GWbt27ZCXl4eYmBhcuXIFWVlZCnMGCqaAZWdn48aNG/Dx8ZG7zokTJ1C5cuWPvpaoqChoa2ujY8eOMscLG0JvTwe0sbGRaWQVXr+kNIuJiIiIiIjehyOBPiIoKKjETQdTJqFQKHNfS0tL2kRRJCUlBceOHZM2Gt727uLHb08NK2RgYCBz/91GTHZ2Nn766SccPHgQ+fn5qF69OlxcXKCjo/PBvN5mZmYGIyMjmXWKFClcb6datWpFuq6y8lPk0KFD+OWXX/DixQuUL18e9erVk3tvPsbIyAg+Pj44duwYvvnmGxw9ehT6+vrw9fUFUPDeAYCfn5/Cx8fHx3/S833svRwyZAiMjIywd+9eLFq0CAsXLoStrS2mTZuGpk2bSh9XuGtaocLPUVpamvRahSOX3pWQkIDU1FRIJBKFn7eiSk1NhZmZGXR0ZH8kWlhYAIDMv/93X3fhiDBlrtlFRERERERUHNgE+ojGjRvDxcUFGRkZ6k4FhoaGyM7OVmsOJiYmaNasGQYNGiQXe/cL9OeYN28eTpw4geXLl6NZs2bSNX3ebhoUhbe3N86dO4eMjAwYGRkBAHJzc/Hw4UPY2dlBJBLh1KlTqF+/vkzzQCQSyVzn3VFRysrvbZcvX8bkyZPRr18/DB48WDqiZvHixZ88Oqdr164YMmQIHj16hKNHj8LHx0f6+k1NTQEAmzdvlh5726c0w4pCS0sLffv2Rd++ffH69WucPXsWv//+O8aMGSMzaqywOVXo9evXAAqaiDk5OQCApUuXwtraWu45KlasCGNjYwgEAiQlJcnEcnNzcfHiRTg7O38013LlyiE5ORn5+fkyn+OEhAQA+KRpckRERERERCUVp4MVgZaWFkxMTNR+U7TLlSpe+9uaNGmC+/fvw97eHk5OTnBycoKjoyM2bdqEkydPfvHzRUdHw93dHT4+PtIGy/Xr15GUlPRJIy2GDRuG7OxszJ49W/q469evw9/fH8OGDcOCBQvw5MkTmcWQjY2N8fLlS5nr/Pvvv0rP792aXrlyBWKxGGPHjpU2gEQikbRRUnjdorz/zZo1g4WFBUJDQ3Ht2jXpVDAAcHNzAwAkJydL3zsnJyekpKRg+fLlcs2YLxUYGIi5c+cCKGjoBAQEoG/fvkhPT8ebN2+k5/31118yjztx4gQMDAzQoEEDNGjQALq6uoiPj5fJWVdXFz///DOePn0KIyMj2Nvb4/Tp0zLXOX/+PL755hu8fPnyows2N2nSBCKRSG6E26FDhwAUNIOJiIiIiIhKO44Eog8yNTXFlStXcOnSJbi6umLkyJEIDAzEsGHD0Lt3b+jr62PXrl04deoUfv311y9+PmdnZxw/fhw7duxAnTp1cPv2baxatQoCgeCT1lyxtbXFwoULMXXqVDx58gSBgYGoXr06xo0bhxUrVkAkEqFp06bStWWAgtFDZ86cwfz58+Hp6YkbN27gwIEDSs+vcETOkSNH0KBBA+lIlTlz5qB79+5IS0vD1q1bcfv2bQAFo5GMjY1hamqKV69e4ezZs7C3t1d4bW1tbXTu3BmbN2+GhYWFzCLitra26NKlC6ZPn45nz57B0dERDx8+xLJly1C9enWFI22+hJubGzZs2ICKFSvCxcUF8fHx2LhxI5o0aQJzc3Pp6Lo//vgDFStWhJeXF6KiorBt2zaMHz8ehoaGMDQ0xJAhQ7BixQq8efMG7u7uiI+Px4oVKyAQCFCvXj0AwNixYzFixAiMGzcOAQEBSEpKws8//wxvb2/Y29vjzp07AIDw8HCUK1dO+rhCLVu2hLu7O2bOnImEhAQ4ODggKioKa9euRbdu3RQuJk1ERERERFTasAlEHzR8+HCsXLkSQ4cOxbFjx1CvXj1s27YNy5Ytw/fffw+JRAJbW1v89ttvaNOmzRc/35QpU5CXl4fly5cjNzcX1atXx4gRI3D//n2cOXNGbrrWh/j5+cHW1habNm3Cr7/+isTERJQvXx4+Pj5wcnLCunXr0L17d8ydOxcODg7o3r07njx5gv3792PXrl1o0qQJVqxYgd69eys1v7Zt2+LgwYOYMmUKevTogVmzZmHGjBnYuHGjtCHi7u6OkJAQjBo1CtHR0fDy8kJAQADOnj2LUaNGYezYsXKLGBfq2rUrNmzYAD8/P7kRMAsWLMDq1auxc+dOvHz5EhUqVEDHjh0xbtw4pW9v/u2330JPTw979+7Fb7/9BhMTE7Ru3RoTJ06UOW/s2LG4dOkSdu3ahapVq2LGjBkyNR83bhwsLCywfft2rFu3DuXKlUPTpk0xYcIEmJiYACho4K1evRrBwcEYNWoUzMzM0KFDB3z77bcAgLp166JTp07Ytm0b/v77bxw5ckQmh8Id0n799Vds2bIFSUlJqF69OsaPH69w6iMREREREVFpJJB8yWq2pUhmZiZu3boFe3t76TSet4lEIty9exe2trZK/zKsLBKJBJmZmTA0NPzozlf0cUlJSQgNDUX37t2lW6oDrLOqxMXFwcfHB/Pnz5duI69JVPEzRyQSISYmBg0bNiyxP9fKAtZZNVjn4scaqwbrrBqsc/FjjVWDdVaNslDnj/U8CnEkEGksc3Nz6UgRIiIiIiIiorKOC0MTEREREREREWkAjgQiIrWoXr06/v333w8OVSQiIiIiIiLl4UggIiIiIiIiIiINwCYQEREREREREZEGYBOIiIiIiIiIiEgDsAlERERERERERKQB2AQiIiIiIiIiItIAbAIREREREREREWkANoFIaSQSSZl6HiIiIiIiIqKyhE0gDREUFAQ7OzvprV69enBxcUFAQABCQ0MhEolkzm/dujWmTJlS5OufPn0akydPlt6PjIyEnZ0dIiMjlfYaACAsLAyLFi2S3t+3bx/s7Ozw9OlTpT5PSbd582Z4enrC2dkZK1eulIk9ffpU5r1+323fvn1qyl65Cl9vWXk9RERERERExUVH3QmQ6jg4OGDmzJkAAJFIhNTUVJw9exbz589HdHQ0li1bBoFAAAAICQmBsbFxka+9adMmmfv169fHrl27YGNjo7T8AWDVqlVo0qSJ9H6rVq2wa9cuVKpUSanPU5K9efMGCxcuhJeXFwYPHozq1avLxCtVqoRdu3ZJ7ycmJmL06NEYMWIEWrVqJT1eo0YNVaVMREREREREJQCbQBrE2NgYDRs2lDnWunVr1KpVCwsWLEDr1q3RpUsXAAUNI2U/V3EwNzeHubl5sT9PSZKamgqxWAxfX1+4ubnJxfX09GRqXzhKqkaNGip5T4iIiIiIiKhk4nSwInqVmfHZt6y8vPde9/UnXKe4BAUFoVKlSti5c6f02LvTwY4dO4YuXbrA2dkZHh4e+O6775CQkCB9fFRUFKKioqRTwN6dDhYcHAxfX1+Eh4ejc+fOcHR0RLt27bB//37Zerx+jWnTpqFZs2ZwcXFB3759ER0dLc3p2bNn2L9/v3QK2NvTwQ4fPgw7Ozvcvn1b5ppnz56FnZ0drl27Js3r4sWL+Prrr9GgQQM0a9YMixYtQn5+vvQxYrEYa9asga+vrzTX0NBQmevGxcVhxIgRcHd3R4MGDdCrVy+cPXtWGs/JycHs2bPRsmVLODo6on379tiwYcNH349//vkHffr0QePGjeHu7o6JEyfixYsXAAqmv7Vu3RoAMG3aNNjZ2X30eu+Tk5OD3377De3bt4eTkxPatm2LNWvWQCwWS88JCgrClClTsHr1ajRv3hyNGjXCiBEjEBcXB6BgWpq9vT2Sk5Olj/n9999hZ2eHv//+W3qs8D0ofFxsbCyGDBkCb29vNG7cGMOHD8e9e/ek5xe+Tzt37oS3tzeaNWuG8+fPAwD+/PNP6WexW7ducu83AISGhkpfV4sWLTBr1iy8efPms2tFRERERERUFnAkUBHZhsz/7Mcu9umMIY08FMY81i/H66zMIl3n9aS5n53Dh2hra6Np06Y4duwY8vPzoaMj+7GIjo7Gd999h5EjR8LNzQ0vX77EkiVLMHHiRISGhmLmzJmYNGkSAGDmzJmwsbHBjRs35J4nMTERc+bMwYgRI2BpaYn169djypQpcHZ2Rp06dZCZmYnAwEDk5eVh4sSJqFKlCjZv3owhQ4Zgz549CAkJwTfffAMHBweMHDlSbgqYr68vjIyMcPToUdSrV096/MiRI6hVqxacnZ2lTanvvvsOffr0wdChQxEeHo4NGzagZs2aCAwMBADMnz8fhw8fxrBhw+Di4oJLly5h/vz5SEtLw6hRoyAWizFs2DBYWFhg8eLF0NHRwZYtWzBy5EgcO3YMNWvWxLx583D+/HlMnjwZFStWxLlz57Bo0SKUL18eAQEBCt+LgwcP4vvvv0fHjh0xbNgwJCcn49dff0WvXr2wf/9+tGrVCiEhIQqnd30KiUSC4cOHIyYmBqNGjYK9vT0iIyOxfPlyxMXF4aeffpKee/r0aZiZmeGHH36AWCzGzz//jP79++Po0aPw9vbG/PnzERERgQ4dOgAAIiIiAACXLl1CixYtAAB///036tatCysrK0RERGDIkCFwc3PDzJkzIRAIsHr1agQGBmL37t2oU6eO9LmXLVuG2bNnIycnBw0bNsSZM2cwduxY+Pn54bvvvsPt27eln71CR48exaJFizB58mTY2dnhwYMHWLRoEbKzs7Fw4cLPqhcREREREVFZwCYQAQAqVqyIvLw8pKSkoGLFijKx6Oho6OvrY+jQodDX1wcAlC9fHrGxsZBIJLCxsZGuH/Sh6UZZWVmYN28emjZtCgCwtraGt7c3zp49izp16mD//v2Ii4vDgQMHpE0cV1dX+Pv749KlSwgMDISenh7Mzc0VPo9QKES7du1w7NgxTJw4EQCQnZ2N06dPY+jQoTLn9uzZE6NGjQIANG3aFKdOnUJ4eDgCAwPx8OFD7N+/HxMmTMA333wDAPD09JQ2K/r06YP8/Hz8999/GD58OLy8vAAAzs7OCAkJQU5ODgAgKioKzZo1g5+fHwDA3d0dhoaGMDMzU1gfsViMJUuWoFmzZli2bJn0eKNGjdCxY0ds2LABkyZNgr29PYAvm9517tw5XLhwAUuWLJFOAWzevDmEQiFWrFiBAQMGSNdzyszMxN69e6VrCNWuXRvdunXD/v370bdvX9SqVQsXL15Ehw4dkJubi3///Rf169dHVFSUzPO1a9cOAPDzzz/DysoKa9euRU5ODgwNDeHp6QlfX18EBwdj+fLl0scFBgaiffv20vu//fYb6tevj59//hkA0LJlS+k1C0VGRsLS0hJ9+/aFlpYWmjRpAkNDQ5nRSkRERERERJqI08FIRuHC0G9zc3NDdnY2OnfujGXLliE6Ohqenp4YPXq0wvM/5O2mRZUqVQAUNBkA4PLly6hevbrMKB59fX0cP35cOkLnY7p06YKnT5/i6tWrAIAzZ84gMzMTnTt3ljnPxcVF5n6VKlWkeURGRkIikcDb2xv5+fnSW+vWrZGTk4Po6GhUrFgRNjY2mD59OqZMmYJjx45BIpFg6tSpsLW1BVDQ9AkLC8PQoUOxfft2PHv2DKNGjYK3t7fC3B8+fIjExES5XGvUqAEXFxel7rQWFRUFbW1tdOzYUeZ4YUPo7edycXGRWUTawcEBVlZWuHz5MoCCxbkvXLgAoKBhqKWlhQEDBuD69evIysrC48eP8fjxY3h7eyMzMxOxsbHo2LEjtLW1pdc0NTWFt7e33Gt8e7pbdnY2bty4gTZt2sicUzgCqZCHhwcePXqEgIAArFy5Ejdv3kTnzp0xYMCAT64TERERERFRWcImEAEA4uPjIRQKUb58ebmYi4sL1qxZAysrK6xfvx59+vSBl5cXNm/e/MnPY2BgIP27llbBx08ikQAAUlJSUKFChc97Af/Pw8MDVatWxdGjRwEUTAVzdXWV20FLKBTK3NfS0pLJAwA6deqE+vXrS289e/YEUFArgUCADRs2oFu3bvj7778xfvx4NGvWDOPGjZM+/ocffsC4cePw9OlTzJ49G61bt0ZgYCBu3rypMPfCx707EqvwWHp6+mfVRJHU1FSYmZnJTf2zsLAAAJnnUrTzWoUKFZCWlgYA8PLyQlxcHOLi4hAREYFGjRrB09MTeXl5+Pfff3H27FmYmZmhYcOGSE9Ph0QiKfJrfPvzkJqaColEIrcQ+Lv5dezYET///DMMDQ0REhKCbt26oU2bNtLPBBERERERkabidLAiujt62mc/1khX772xiMHjIPnsKyuHSCRCVFQUGjVqJDM6420tWrRAixYtkJWVhYiICGzZsgXz589Hw4YN0aBBA6XkYWJiIt3J6m1XrlyBsbEx6tat+9FrCAQCdO7cGQcPHsSoUaNw7tw5zJw585PzAAq2vS+c5va2atWqAQAqV66MWbNmYebMmbh9+zb++OMPrF27FuXKlcPs2bOhp6eHESNGYMSIEXj+/Dn++usvrFy5EhMnTsTx48flrlvYgHv16pVcLDEx8b3TyD5HuXLlkJycLLcGVOFi328/V2Fz6m2vXr2Sjg5ydXWFsbExLl68iIiICHh7e6NChQqwsbFBVFQUbty4gVatWkFLSwsmJiYQCATvfY2KmpCFypcvDy0tLbnHKsqvU6dO6NSpE9LT03H+/HmsXbsWkyZNgqurKypXrvyh0hAREREREZVZHAlURBUNjT77ZqCr+97rVviE6xSXnTt3IiEhAb1791YYX7RoEXr06AGJRAIDAwN4e3tj8uTJACDdtapwVM+XcHV1RVxcHO7cuSM9lpubizFjxmD37t1Ffp6uXbsiPj4ewcHBEAgEMmvKFEXhtuspKSlwcnKS3lJSUrB8+XKkpKTgypUraNasGa5duwaBQAB7e3uMHz8etra2ePnyJbKzs9GuXTvpbmDVqlVD37594efnh5cvXyp83lq1asHCwgKHDx+WOR4XF4eYmBg0atTok17HhzRp0gQikQjHjh2TOX7o0CEAQOPGjaXHrly5gqSkJOn9Gzdu4OnTp9K1nXR1ddG8eXOcOXMGN27cgLu7O4CCUVl///03Ll26JJ0CZ2hoCEdHRxw7dgwikUh6zfT0dISHh8s877v09fXh4uKCP//8UzpqCyiY8ve2cePGYfTo0QAKGnodOnTAyJEjIRKJpE0uIiIiIiIiTaT0kUCpqalYsGABzp49C4FAgK5du2L8+PHQ0ysYDbNmzRqEhobizZs30q2bC6d3PHnyBBMmTMCDBw/g7e2NBQsWSB93+/ZtjBs3DkePHn3vaBX6sDdv3iAmJgZAwSLEycnJOH/+PHbt2oUuXbqgbdu2Ch/XtGlTbNy4EVOmTEGXLl2Ql5eHdevWoXz58vDwKNj1zNTUFFeuXMHFixfh4ODwWfkFBAQgNDQUI0aMwLfffgtzc3Ns27YN2dnZCAoKkj7PzZs3ERUVBWdnZ4XXsbGxQf369bF9+3b4+vpKR/YUla2tLTp27Ijp06fj2bNncHR0xMOHD7Fs2TJUr14d1tbWyM/Ph1AoxPfff48xY8agYsWKuHDhAm7duoX+/ftDKBSifv36CAkJga6uLuzs7KQLThcukPwuLS0tTJgwAVOnTsX48ePh7++P5ORkhISEoFy5chg0aNCnFfQDWrZsCXd3d8ycORMJCQlwcHBAVFQU1q5di27dukkXhQYKFvQeOnQoRowYgYyMDCxbtgy2trbo1KmT9BwvLy9MmzYNhoaGcHJyAlCwJtLWrVulTaJCEydOxODBgzF06FD07NkTAoEAa9euRW5urrR58z4TJkzAgAEDMHr0aPTq1QuPHj3CqlWrZM7x8PDAzJkzsWjRIrRs2RJpaWkICQmBtbW1zHpTREREREREmkbpTaCxY8fixYsXWL58OUxNTTF37lxMnToVP//8M3bu3In169dj8eLFsLCwwOzZszF+/Hjp2jJLly6Fvb29dPvxsLAw9O3bFwCwfPlyjB49mg2gL3Dz5k306tULQEHDoUKFCqhVqxYWLlwotxjx21q2bImlS5diw4YN0sWgGzdujC1btkin7/Tt2xfXr1/H0KFDsWDBAoXryHyMsbExtm7disWLF2PevHnIz89HgwYNEBoaKp169PXXX2P+/PkYPHgwNm7c+N5rde3aFTdu3JAudPypZs2aha1bt2Lnzp14+fIlKlSogI4dO2LcuHHQ1taGtrY2NmzYgJ9//hnz5s1DWloarK2tMWfOHOn273PmzMHy5cuxYcMGJCYmokKFCujRowe+/fbb9z5vQEAAjIyMsHr1aowaNQrGxsZo0aIFJkyYIF2vRxkKdzr79ddfsWXLFiQlJaF69eoYP368XLPJ1dUVHh4e+OGHHwAArVu3xvfffy9t0AIFTSCBQIBGjRpJp5c1adIEAoEATZo0kZlWV9hU/PXXXzF16lTo6enB1dUVixYt+uiUP1dXV6xduxa//PILRo8ejerVq2P+/PkYPny49JzAwEDk5eVh586d2L59O4RCIZo2bYpJkyZB9wOj8oiIiIiIiMo6geTteRVf6NatW/D398eOHTukU1fi4+Ph5eWFP//8E19//TUCAwMxZMgQAAXTXHx8fLB//344ODigQ4cOmDZtGlq0aIGff/4Z6enpmDVrFmJiYjB9+nQcPHjws6cdZWZm4tatW7C3t4ehoaFcXCQS4e7du7C1tS2xjSaJRILMzEwYGhp+8q5cVHSs8/8UjsAKDQ1V+rU1vc6q+JkjEokQExODhg0bltifa2UB66warHPxY41Vg3VWDda5+LHGqsE6q0ZZqPPHeh6FlLom0KNHj6CtrS2zUHDlypVhbm6Of//9F3FxcdL1VgDAysoKVatWRXR0NADA0tISMTExyMvLw9WrV2FpaQkAWLZsGcaOHauUdWeIiIiIiIiIiDSRUqeDWVhYQCQS4dWrV9IdeDIyMpCamipdkPXdnXksLCykC+WOHTsWw4cPx6pVq+Do6IjevXsjIiIC6enp8PX1VUqOIpFIZkHat49LJBLprSQqzKuk5ldWsM7/U5y10PQ6F/6sUfTzSFkKr12cz0Gss6qwzsWPNVYN1lk1WOfixxqrBuusGmWhzkXNXanTwXJzc9GpUyfUqlULCxYsgL6+PubOnYtDhw5hxIgRCA4OxsWLF6ULQQMFa8k4ODhI1xvJz89HSkoKKlasCKBgfY8RI0bA3NwcP/74I7KysvDtt9/Cz8/vk3IrHBr1ITo6OqhduzZHHBFRsROLxXjw4AHy8/PVnQoREREREZURH5sOptSRQHp6eggODsZ3332Hpk2bQl9fH3369EG9evWkjZXc3FyZx+Tm5sokqKOjI20AhYeHAyhYdNbPzw+jR4+Gk5MTAgIC4Obm9lmLD9va2r53TaD79+/DwMCgxM4BlEgkyMrKgoGBgUauoaIqrLNqaHqdRSIRdHV1YW9vX6xrAsXGxsLJyanE/lwrC1hn1WCdix9rrBqss2qwzsWPNVYN1lk1ykKdMzMzcffu3Y+ep/Tdwezs7HD48GEkJSVBKBTC0NAQ7u7usLKyAgAkJCSgSpUq0vMTExMVNnMkEglWrFiByZMnIzU1Fffv34e3tzeEQiFq1qyJ2NhYtGnT5pPzK9zZSRGBQCC9lWSlIceygHVWDU2tc+Hr/tDPJGVRxXMQ66wqrHPxY41Vg3VWDda5+LHGqsE6q0ZprnNR81bqvKe0tDT069cPjx49grm5OQwNDXH58mVkZ2fDy8sLVlZW0kWggYLdwV68eAFXV1e5a504cQKmpqbw8PCQfkEUi8UACqaMaeo6IkREREREREREn0OpTSBTU1NkZ2djwYIFePDgAS5fvoxJkyZh0KBBMDU1RVBQEFauXIlTp07h5s2bmDRpEjw9PWFnZydzHbFYjODgYIwbN056XWtra+zYsQMXL17EgwcP4OjoqMzUiYiIiIiIiIjKNKVPB1u+fDlmz56N7t27w9TUFIGBgRg+fDgAoH///khLS8OMGTOQnZ0NT09PzJo1S+4ahw4dgqWlJVxcXKTH5s2bh6lTpyIjIwPTp0+XmVJGREREREREREQfpvQmUPXq1bF27VqFMYFAgDFjxmDMmDEfvIa/vz/8/f1ljrm6uuLkyZPKSpOIiIiIiIiISKNwL3T6bFyXSfk+t6Z8Lz4fa0dERERERJqCTSANMWXKFNjZ2b335u7uXuRrpaWlYfLkybh8+XIxZvzp9u3bBzs7Ozx9+vSj5547dw7Dhw+Hp6cnGjRogHbt2mHBggV48eKFyvKbMmUKWrduLY2fPn0akydP/uTrhoWFYdGiRe99nuJkZ2eH4ODgYn+e4nL//n307t1b5lhpf01ERERERETvo/TpYFRyWVhYICQkRGFMR6foH4Vbt27hwIEDCAgIUFZqKjV37lxs3boVfn5+mDlzJkxMTHD//n2EhoZi//79WLFiBZydnYs9j5EjR6J///7S+5s2bfqs66xatQpNmjSR3m/VqhV27dqFSpUqfWmKZd7x48dx5coVmWO7du3immNERERERFQmsQmkQfT09NCwYUN1p6FWu3fvRmhoKObOnYuePXtKj3t4eMDf3x9Dhw7F+PHjsXv3bhgaGhZrLjVq1CiW65qbm8Pc3LxYrq0JNP3fCBERERERlV2cDkYybty4gfr162PKlCnSY8nJyWjevDmCgoJw8eJF6eiV/v37IygoSHreqVOnEBAQACcnJzRv3hxz585FZmamNB4cHAxfX1+EhITA3d0dPj4+SE5ORuvWrfHrr79i0aJFaNasGZydnTF48GA8fPhQJrewsDAEBASgYcOGcHZ2RteuXXHs2LEivzaJRIKVK1fC09NTpgFUyNjYGHPnzkVycjJ2794tPa5oelBwcDDs7Oy+KL+3p4MFBQUhKioKUVFRsLOzQ2RkJADg9u3bGD16NDw8PFC/fn20aNECc+fORXZ2NgCgdevWePbsGfbv3y+dAvb2dLDDhw/Dzs4Ot2/flnnus2fPws7ODteuXQMApKSkYMaMGWjWrBmcnJzw1Vdf4eLFi0UtrVRR3sukpCR899138PT0lDbfDhw4II0X5n/16lV069YNzs7O6Ny5s1wtc3JysHjxYnh5ecHR0VHhORKJBNu2bYOfnx+cnZ3h6+uLtWvXQiKRIDg4WDoy7u33+N33OyEhAVOnToWXlxecnZ3Ro0cPnD59WuZ57OzssG3bNvzwww9o0qQJXFxcMHbsWLx69eqTa0hERERERFRc2AQqoqzcVJmbWCIq8rkicf77z81Le+fcvOJIXyo/P1/hrXBx3Pr162PYsGHYv3+/tAkwc+ZM5ObmYvHixXBycsKMGTMAADNmzMDMmTMBAIcPH8aoUaNQu3Zt/Pbbbxg9ejQOHTqEkSNHyiy8+/z5c5w8eRK//PILxo0bBzMzMwDAli1b8ODBAyxYsABz587F9evXZRpR27Ztw4wZM9CmTRusXr0aS5Ysga6uLiZNmoTnz58X6bXfvHkTL168gI+Pz3vPqVOnDurVq4e//vrrE6r65fnNnDkTDg4OcHBwwK5du1C/fn0kJCSgb9++yMrKwsKFC7F27Vp06NABoaGh0qljISEhsLCwgJeXl8IpYL6+vjAyMsLRo0dljh85cgS1atWCs7MzcnJyMGDAAJw+fRrjx49HSEgIqlSpgiFDhnxWI+hj7+WkSZNw//59zJo1C7/++ivs7e0xefJkaeOr0LBhw9CmTRuEhISgVq1amDBhgrT5IpFIMGrUKOzcuRODBg3CqlWr4OLigvHjx8s0lH755RfMmzcPXl5eWLVqFXr27Illy5Zh5cqV6NmzJ3r06AGgYAqYosbgq1ev0KNHD0RFRWH8+PEIDg6GpaUlRo0ahUOHDsmcu2zZMojFYvzyyy/4/vvvER4ejvnz539y/YiIiIiIiIoLp4MV0YaIITL3Axv/ggpGVgrP3RI1CvniHOn9Hi4LUNnERuG52y+PQ3ZeuvS+v/MsWJavr4SM5T179gz16yu+9rfffouRI0cCAEaMGIG//voLs2bNwogRI3DixAn8/PPPqFq1KgDAxsZG+qeNjQ0kEgmWLl2KFi1aYOnSpdJrWltbY+DAgTh79ixatWoFoKAJNXnyZDRr1kzm+U1NTbFy5Upoa2sDAJ48eYLg4GAkJyfDzMwMcXFx+PrrrzFq1CjpY6pXr46AgAD8+++/qFatWpFePwBYWlp+8LwaNWrgn3/++ej13val+dnY2MDY2BjA/6YjxcTEwN7eHitWrJDGmjVrhosXL+LSpUsYPnw4HBwcoKenB3Nzc4XTmIRCIdq1a4djx45h4sSJAIDs7GycPn0aQ4cOBQAcPHgQt2/fxu7du9GgQQMAQMuWLREUFISlS5di7969n1SLj72XUVFRGDlyJHx8fJCZmYmWLVvCzMxMen6hfv36YfTo0QCAFi1aoFu3bli5ciXatGmDCxcu4O+//8ayZcvQsWNH6TlZWVlYunQpOnXqhMzMTGzcuBFBQUH4/vvvAQDNmzdHUlISoqOjMWrUKOnaP++bArZx40YkJSXh+PHjsLIq+Pfu5eWFgQMHYvHixejUqRO0tAp66ba2tliwYIH0sdeuXcMff/zxSbUjIiIiIiIqTmwCaRALCwusWrVKYaxy5crSv+vq6mLhwoXo3r07pk6dis6dO6NTp07vve6DBw/w8uVLDBs2DPn5/xv15ObmBmNjY/zzzz/SJhBQ8GX5XU5OTjJNgMIv51lZWTAzM5OOJElPT8ejR4/w6NEj6SiVvLyijZ4qHJEkEAg+eJ6WlhbEYnGRrllIGfm9y9PTE56ensjLy8PDhw/x6NEj3LlzB0lJSShfvnyRr9OlSxfs27cPV69eRYMGDXDmzBlkZmaic+fOAICLFy/CwsIC9evXl3n/vL29sXjxYqSmpqJcuXJFfr6PvZfu7u4IDg7G7du34eHhAR8fH4W7onXt2lX6d4FAAF9fXwQHByMrKwsXL16EQCCAl5eXTM6tW7fGoUOHcO/ePSQmJiIvLw++vr4y1317VNLHREVFwcXFRdoAKtSlSxdMnToVDx48kDZF320kValSBVlZWUV+LiIiIiIiouLGJpAG0dPTg5OTU5HOtbOzQ/369RETEyOzjbkiKSkpAIDZs2dj9uzZcvGEhASZ+xUrVpQ7x8DAQOZ+4eiKwmbMkydPMGPGDEREREBHRwe1a9eWrsnz9nSzDykcARQXF/fB8+Li4j55dyhl5PeuwqlF27ZtQ2ZmJqpWrQpnZ2fo6+t/0nU8PDxQtWpVHD16FA0aNMCRI0fg6uqK6tWrAyh4/xITE987SiwxMfGTmkAfey+XLVuG33//HceOHcMff/yBOXPmoFmzZpg1a5ZMs+XtxiQAVKhQARKJBOnp6UhJSYFEIkGjRo0U5pCQkIDU1FQA+KJFslNTU6V1elvhZzgtLU16TNHr/tz3noiIiIiIqDiwCUQKhYWFISYmBvXq1cP8+fPRrFmz944+MTU1BQB8//33MluVF/qUBoIiYrEY33zzDXR1dbF79244ODhAR0cH9+/fl1uX5UPq16+PqlWr4s8//0SfPn2kx+Pj46GlpQULCwvExcXh9u3b6N27t8xjRSLZNaDeXvBaWfm9a82aNdi0aRNmzZqFdu3awcTEBACk69gUlUAgQOfOnXHw4EGMGjUK586dk67lBAAmJiawtraWmcr3NkVNkC9hYmKCSZMm4bvvvsPNmzdx4cIFrFy5ErNnz8a6deuk5yUnJ8s0gl69egVtbW2UL18eJiYmMDQ0xJYtWxQ+R82aNfHvv/8CKFiIunbt2tLYixcv8PjxYzRu3PijuZYrV07h4s6JiYkAIF3TioiIiIiIqDTgwtBF9LXHOpmbmeH713jp3+Q3mXMrGlm/99w+rstlzq1iKj9VStWeP3+OhQsXIiAgAGvWrEFWVhbmzJkjjb+7dkvt2rVRoUIFPH36FE5OTtJblSpV8PPPP+PmzZtflE9ycjIePnyIHj16wNnZGTo6Bb3Lc+fOAUCRp24JBAKMGjUKFy9elNn96+DBg2jVqhUWLVqEadOmQSgUol+/ftK4sbExXr58KXOtwgaDMvMrHDFTKDo6GjY2NujRo4e0ARQfH4+7d+/KXPPdxynStWtXxMfHIzg4GAKBAO3bt5fGmjRpghcvXqBChQoy79/Fixexbt06uff7Szx79gxeXl7StXKsra0xZMgQNGvWTK7GZ86ckf5dIpHgzz//ROPGjaGnp4cmTZogMzMTEolEJud79+7ht99+Q35+PpydnaGrqyu3k9fmzZvx7bffQiAQfLR2bm5uuHLlitzosUOHDsHCwgI1a9b8knIQERERERGpFEcCFZGB3idMh/mUc3VNPyedz5Kbm4uYmJj3xm1tbWFgYIAffvgBQqEQkydPRvny5TFhwgTMmTMHbdu2Rfv27aUNifDwcJQrVw716tXD+PHjMWPGDGhra8Pb2xtpaWlYuXIl4uPj3zvNqKgqVKgAS0tLbNu2DVWqVIGpqSnOnz+PzZs3A8AnrbvSs2dP3Lt3DzNmzEBkZCQ6dOgAFxcXdOjQARs2bAAAjBkzRmaXrVatWuHo0aNwdnZGrVq1sH//fjx+/Fjp+ZmamuLKlSu4ePEiHBwc4OzsjJUrV2LNmjVo2LAhHj9+jNWrVyM3N1fmmqamprh58yaioqLg7Oys8No2NjaoX78+tm/fDl9fX+l7CAABAQHYunUrBg0ahOHDh6Nq1aq4cOEC1q5di379+kFXV7fI9f0YS0tLVKlSBXPnzsWbN29QqVIl3Lt3D2fPnsWwYcNkzl2yZAlyc3NRq1YthIWF4b///pPW1MvLC25ubhg5ciRGjhyJOnXq4Nq1awgODoanp6d0Clj//v2xefNm6OnpwcPDA7Gxsdi6dSsmTJgAHR0d6Si2I0eOoEGDBnJr/wwaNAiHDh3CoEGDMHr0aJiZmeHAgQOIiIjA/Pnzi9SAIyIiIiIiKinYBNIgiYmJ6NWr13vje/bswbVr13DhwgUsW7ZMOv2rd+/eOHz4MGbNmgU3NzfUrVsXnTp1wrZt2/D333/jyJEj6NmzJ4yMjLBu3Trs2rULhoaGaNSoEZYuXSr3xfpzrFy5EvPmzcOUKVOgp6cHGxsbrFq1CvPnz8fly5cRFBRU5GtNmzYNnp6e2LZtG2bOnIn09HRUrlwZffr0gVAoxO+//47r169j4cKFKF++PKZOnYr8/HwsWbIEOjo66NixIyZOnIgff/xRqfn17dsX169fx9ChQ7FgwQIMGzYMycnJ2LJlC3777TdUrVoVXbt2hUAgwOrVq6ULNn/99deYP38+Bg8ejI0bN773+l27dsWNGzfQpUsXmeOGhobYtm0bfv75ZyxZsgTp6emwtLTExIkT8fXXXxe5rkUVEhKCX375BStWrEBycjKqVq2K0aNH45tvvpE5b9asWVi9ejXi4uLg4OCADRs2wNXVFUDB6Kc1a9ZgxYoVWL16NV6/fo3KlStj4MCBMju0TZo0CRUrVsSOHTuwYcMGVK9eHdOmTZNOB2zbti0OHjyIKVOmoEePHpg1a5ZMDhYWFtixYwd+/vlnzJs3D3l5eahXr550lzIiIiIiIqLSRCDRkJVLMzMzcevWLdjb28PQ0FAuLhKJcPfuXdja2ip1+osySSQSZGZmwtDQ8KM7XNHnu3fvHnbv3o0pU6aU2M9CWfC+z/O+ffswdepUnD59WunrEZUkqviZIxKJEBMTg4YNG/KzXIxYZ9VgnYsfa6warLNqsM7FjzVWDdZZNcpCnT/W8yjEuQxE77CxscG4ceM41YeIiIiIiIjKFH7LJSIiIiIiIiLSAGwCEVGJEhAQgDt37pTpqWBERERERETqwCYQEREREREREZEGYBOIiIiIiIiIiEgDsAlERERERERERKQB2AT6f9xynYhUSSKRAODPHiIiIiIiUh02gf6fQCCAjo4OMjMz1Z0KEWmA7OxsaGtrQ0uLP4aJiIiIiEg1dNSdQEkhEAhQoUIFPH/+HBUqVICJiQl0dEpWeSQSCcRiMUQiEUcPFCPWWTU0tc4SiQTZ2dl49uwZKlWqpO50iIiIiIhIg5SsLoeamZubQygUIiEhAa9fv4ZYLFZ3SjIkEgny8vKgq6urUV+aVY11Vg1NrrO2tjYqVaoEMzMzdadCREREREQahE2gdxgaGsLa2hoSiUR6KylEIhFiY2Nhb28PbW1tdadTZrHOqqGpdRYIBJwCRkREREREasEm0HsIBIISOzpBW1tbo740qwvrrBqsMxERERERkWrw19FERERERERERBqATSAiIiIiIiIiIg3AJhARERERERERkQZgE4iIiIiIiIiISAOwCUREREREREREpAHYBCIiIiIiIiIi0gBsAhERERERERERaQA2gYiIiIiIiIiINACbQEREREREREREGoBNICIiIiIiIiIiDcAmEBERERERERGRBmATiIiIiIiIiIhIA7AJRERERERERESkAdgEIiIiIiIiIiLSAGwCERERERERERFpADaBiIiIiIiIiIg0gNKbQFlZWfjpp5/g6emJJk2aYMyYMXj58qU0vmbNGrRo0QIuLi4YO3YskpKSpLEnT56gR48eaNSoESZOnIjc3Fxp7Pbt22jfvj1EIpGyUyYiIiIiIiIiKvOU3gRavHgxLly4gODgYGzduhWpqakYNWoUAGDnzp1Yv3495s6di23btiE+Ph7jx4+XPnbp0qWwt7fH3r178fDhQ4SFhUljy5cvx+jRo6Gtra3slImIiIiIiIiIyjylN4FOnz6NPn36wMXFBba2thgxYgSuX7+O5ORkrFu3DkOHDoWXlxccHBywdOlSRERE4ObNmwCAe/fuoW3btqhVqxaaN2+Oe/fuAQBiYmLw7NkzdOzYUdnpEhERERERERFpBKU3gcqXL4/jx48jKSkJ2dnZOHToEKytrZGbm4u4uDi4ublJz7WyskLVqlURHR0NALC0tERMTAzy8vJw9epVWFpaAgCWLVuGsWPHQkuLSxgREREREREREX0OHWVfcObMmZgwYQKaNm0KLS0tmJmZYdu2bUhMTAQAVK5cWeZ8CwsL6ZpBY8eOxfDhw7Fq1So4Ojqid+/eiIiIQHp6Onx9fZWSn0gkKrXrChXmXVrzLy1YZ9VgnYsfa6warLNqsM7FjzVWDdZZNVjn4scaqwbrrBploc5FzV0gkUgkynziPXv24MCBAxgxYgSEQiF+/fVXJCUlYfr06QgKCsLFixdhbm4uPb9v375wcHDADz/8AADIz89HSkoKKlasCAAIDAzEiBEjYG5ujh9//BFZWVn49ttv4efn90l5ZWZm4tatW8p7oUREREREREREJYi9vT0MDQ3fG1fqSKC4uDjMmDED+/btQ7169QAAISEh8Pb2RkxMDADI7PhVeP/tBHV0dKQNoPDwcACAl5cX/Pz8MHr0aDg5OSEgIABubm6oVKnSJ+doa2v7wYKUZCKRCLGxsXBycuIC2cWIdVYN1rn4scaqwTqrButc/Fhj1WCdVYN1Ln6ssWqwzqpRFuqcmZmJu3fvfvQ8pTaBrl+/DqCg0VLIxMQE1tbWiIuLAwAkJCSgSpUq0nhiYqLCZo5EIsGKFSswefJkpKam4v79+/D29oZQKETNmjURGxuLNm3afHKO2trapfZNLVQWXkNpwDqrButc/Fhj1WCdVYN1Ln6ssWqwzqrBOhc/1lg1WGfVKM11LmreSl1puVKlShCJRDLdp+zsbMTFxcHJyQlWVlbSRaCBgpFDL168gKurq9y1Tpw4AVNTU3h4eEAgEAAAxGIxgIIpY0qexUZEREREREREVKYpdSRQw4YN4ezsjB9//BHTp0+HgYEBQkJCYGhoCD8/P2RlZSEkJARWVlaoVq0a5syZA09PT9jZ2clcRywWIzg4GHPnzgUAmJqawtraGjt27ICDgwMePHgAR0dHZaZORERERERERFSmKbUJpK2tjdWrV2Px4sUYNWoU8vLy0LhxY4SGhsLIyAj9+/dHWloaZsyYgezsbHh6emLWrFly1zl06BAsLS3h4uIiPTZv3jxMnToVGRkZmD59usyUMiIiIiIiIiIi+jClbxFvbm6OhQsXKowJBAKMGTMGY8aM+eA1/P394e/vL3PM1dUVJ0+eVFaaREREREREREQaRalrAhERERERERERUcnEJhARERERERERkQZgE4iIiIiIiIiISAOwCUREREREREREpAHYBCIiIiIiIiIi0gBsAhERERERERERaQA2gYiIiIiIiIiINACbQEREREREREREGoBNICIiIiIiIiIiDcAmEBERERERERGRBmATiIiIiIiIiIhIA7AJRERERERERESkAdgEIiIiIiIiIiLSAGwCERERERERERFpADaBiIiIiIiIiIg0AJtAREREREREREQagE0gIiIiIiIiIiINwCYQEREREREREZEGYBOIiIiIiIiIiEgDsAlERERERERERKQB2AQiIiIiIiIiItIAbAIREREREREREWkANoGIiIiIiIiIiDQAm0BERERERERERBqATSAiIiIiIiIiIg3AJhARERERERERkQZgE4iIiIiIiIiISAOwCUREREREREREpAHYBCIiIiIiIiIi0gBsAhERERERERERaQA2gYiIiIiIiIiINACbQEREREREREREGoBNICIiIiIiIiIiDcAmEBERERERERGRBmATiIiIiIiIiIhIA7AJRERERERERESkAdgEIiIiIiIiIiLSAGwCERERERERERFpADaBiIiIiIiIiIg0AJtAREREREREREQagE0gIiIiIiIiIiINwCYQEREREREREZEG0FHmxSIjI9G/f3+FsTFjxmD06NFYs2YNQkND8ebNG7Ro0QKzZs2Cubk5AODJkyeYMGECHjx4AG9vbyxYsAB6enoAgNu3b2PcuHE4evQotLW1lZk2ERERERERFVFKSgoOHDiABw8e4MKFCyhXrhxMTExgamoq96eRkRG0tDj2gKikUGoTyMXFBefPn5c5tn37dmzfvh3du3fHzp07sX79eixevBgWFhaYPXs2xo8fj82bNwMAli5dCnt7eyxZsgQTJ05EWFgY+vbtCwBYvnw5Ro8ezQYQERERERGRmly/fh0bN27EmzdvAADx8fEfPF8gEMDExESmOfS+hpGJiQl0dXVV8TKINJZSm0B6enqwsLCQ3o+Li8OGDRuwYMECVK1aFevWrcPQoUPh5eUFoKDp4+Pjg5s3b8LBwQH37t3DtGnTUKtWLTRv3hz37t0DAMTExODZs2fo2LGjMtMlIiIiIiKiIsjPz8eBAwdw8uTJT3qcRCJBWloa0tLS8OzZs4+eb2Bg8MEm0dt/CoVCCASCz31JRBpJqU2gd/3yyy9wcnJCx44dkZiYiLi4OLi5uUnjVlZWqFq1KqKjo+Hg4ABLS0vExMTAw8MDV69eRYsWLQAAy5Ytw9ixYzmMkIiIiIiISMVevXqFtWvX4tGjR8X+XFlZWcjKykJCQsJHz9XR0fnoyKLCP42NjTmrhAjF2AR6+PAhjh8/jtDQUAD/GyZYuXJlmfMsLCzw8uVLAMDYsWMxfPhwrFq1Co6OjujduzciIiKQnp4OX19fpeQlEokgEomUci1VK8y7tOZfWrDOqsE6Fz/WWDVYZ9VgnYsfa6warLNqsM7Kc+XKFWzduhVZWVlysRo1asDJyQlv3rxBeno60tPTkZaWhjdv3iAjI6PYc8vPz0dycjKSk5M/eq5AIICRkZFM08jY2FjhFDUTExPp2rTqxs+yapSFOhc1d4FEIpEURwJz587FlStXsHfvXgDA5cuX0bdvX1y8eFG6EDQA9O3bFw4ODvjhhx8AFPxDTklJQcWKFQEAgYGBGDFiBMzNzfHjjz8iKysL3377Lfz8/D4pn8zMTNy6dUtJr46IiIiIiKjsys/PR0REBG7evCkX09LSgoeHB+rXr//e6VgikQjZ2dnSkT0fuxXT19LPpqurCwMDA+lNKBTC0NBQ4Z/6+vqclkYlhr29PQwNDd8bL5aRQGKxGMeOHcOoUaOkx/T19QEAubm5Mufm5ubKJKijoyNtAIWHhwMAvLy84Ofnh9GjR8PJyQkBAQFwc3NDpUqVPjk3W1vbDxakJBOJRIiNjYWTkxOHMhYj1lk1WOfixxqrBuusGqxz8WONVYN1Vg3W+cu8fPkS69evV7iGj4WFBQYPHgxLS0ul1VgikSAzM1NmJFFaWpp0dNG7x3Nycr7o+YoiLy8PeXl5SEtL++i5WlpaciOJ3r69e/xT6sXPsmqUhTpnZmbi7t27Hz2vWJpAsbGxSEpKkpnCVaVKFQBAQkKC9O8AkJiYqLCZI5FIsGLFCkyePBmpqam4f/8+vL29IRQKUbNmTcTGxqJNmzafnJu2tnapfVMLlYXXUBqwzqrBOhc/1lg1WGfVYJ2LH2usGqyzarDOn+7ixYvYsWOHwkZLkyZN0LdvXwiFQunUE2XV2NTUFKamprC0tPzoubm5udIm0bt/vnssIyOj2EcZicVipKamIjU1tUjnF05L+5Td0vhZVo3SXOei5l0sTaArV66gZs2aMs0dCwsLWFlZITo6Gs7OzgAKdg978eIFXF1d5a5x4sQJmJqawsPDQ9p9FYvFAAqGJpa04YJERERERESlVXZ2Nnbs2IGIiAi5mJ6eHgIDA9GsWbMSMe1JT08PFStWlM4g+RCRSCRds+h9jaO3G0j5+fnFnn9GRgYyMjKka+N+iJ6eHgwMDPDPP/+gcuXKqFSpkvRPc3Nzbp5En6xYmkB37tyBra2t3PGgoCCEhITAysoK1apVw5w5c+Dp6Qk7OzuZ88RiMYKDgzF37lwABV1ha2tr7NixAw4ODnjw4AEcHR2LI3UiIiIiIiKNEhcXh7Vr10o383lbtWrVMHToUFSrVk0NmX05bW1tlCtXDuXKlfvouRKJBNnZ2R9tFhX+qWixbGXLzc1Fbm4uUlNTcePGDZlY4VIqlSpVkrlVrlwZ5cuXZ4OIFCqWJtCrV6/kdgEDgP79+yMtLQ0zZsxAdnY2PD09MWvWLLnzDh06BEtLS7i4uEiPzZs3D1OnTkVGRgamT58uM6WMiIiIiIiIPo1EIsHZs2cRFhamcARMixYt8NVXX5WYnbKKm0AgkC4Erej77Lvy8vI+OrLo7b8rezZLfn4+Xr58qXBEka6uLiwsLOQaRJUqVUL58uVLxIguUo9iaQKtXbtW4XGBQIAxY8ZgzJgxH3y8v78//P39ZY65urri5MmTykqRiIiIiIhIY2VmZiI0NBT//vuvXEwoFKJfv35wc3NTQ2alh66uLszNzWV2v34fsViMjIyMIk1JS0tLQ15e3hfllpeXh+fPn+P58+dyMT09PYXNoUqVKsHU1JQNojKuWJpAREREREREVDI9fPgQa9euxevXr+ViNWvWxNChQ2FhYaGGzMquwh3ETExMPnquRCJBTk4O0tPTkZycjOjoaBgYGODVq1eIj49HQkICsrOzPzuX3NxcPH36FE+fPpWLCYVChc2hypUrw8jIiA2iMoBNICIiIiIiIg0gFotx8uRJHDhwQLrpztvatGmDgIAA6Ojwa6I6CQQCCIVCCIVCmJubIz09HQ0bNpTu/iSRSJCeno6EhASFN0U7uxVVdnY2njx5gidPnsjFDA0N3zuCyMjI6LOfk1SL/7qJiIiIiIjKuPT0dGzatAnXr1+XixkZGWHgwIHSXZypZBMIBDA1NYWpqSlsbGxkYhKJBGlpadIRQ+/evmSaWWZmJh49eoRHjx7JxYyMjGR2Lnv7ZmBg8NnPScrHJhAREREREVEZdufOHaxfvx6pqalyMRsbGwwZMgRmZmZqyIyUTSAQSHdDe3fHbrFYjNTUVCQkJMg1iRITExUuDl5UGRkZePjwIR4+fCgXMzExkZtaVqlSJVhYWEAoFH72c9LnYROIiIiIiIioDBKLxTh69CiOHj0qtzOVQCBAhw4d0KlTJ+k0IyrbtLS0YGZmBjMzM9jZ2cnExGIxkpOTpU2ht5tEr169gkgk+uznLVzw+r///pOLlStXTuH6QxYWFhqzK52qsQlERERERERUxiQnJ2PDhg24e/euXMzU1BRff/017O3t1ZAZlURaWlqoUKECKlSoIPe5EIlESEpKUji97NWrVwrXlyqq1NRUpKam4t69e3IxMzMzhesPWVhYQFdX97OfU9OxCURERERERFSGxMbGYtOmTXjz5o1czMHBAYMGDYKpqakaMqPSSFtbGxYWFrCwsED9+vVlYiKRCK9evVLYIHr9+rXcCLRPkZycjOTkZNy5c0fmuEAggLm5ucIpZhUrVuTIto9gE4iIiIiIiKgMyM/Px4EDB3Dy5Em5mJaWFrp27Yq2bdtCS0tLDdlRWaStrY3KlSujcuXKcrG8vDy8fv1a4SLVycnJn90gkkgkeP36NV6/fo1bt27JxApHNCmaYmZubs4GEdgEIiIiIiIiKvVevXqFtWvXKty5ydzcHEOGDEGdOnVUnxhpLF1dXVSpUgVVqlSRi+Xm5iIxMVHhCKKUlJTPfk6xWIzExEQkJibixo0bMjFtbW1UrFhR4RSzcuXKffZzljZsAhEREREREZVi0dHRCA0NRVZWllysYcOG6N+/P4yMjNSQGZFienp6sLS0hKWlpVwsJydHYXMoISEBaWlpn/2cIpEI8fHxiI+Pl4vp6Oigdu3aqFevXpn/t8ImEBERERERUSmUm5uLsLAwnDt3Ti6mo6ODHj16oFWrVhAIBGrIjujz6Ovrw8rKClZWVnKxrKwsJCYmKpxipmgNrKLKz8/H3bt3ER4eDj8/vy9Jv8RjE4iIiIiIiKiUefnyJdauXYunT5/KxSpVqoShQ4eiRo0aasiMqPgYGBigRo0aCj/bmZmZCre4T0hIQGZmZpGur2g0XVnDJhAREREREVEpcvHiRWzfvh25ublysSZNmqBv374QCoVqyIxIfQwNDWFtbQ1ra2u52Js3b+RGDhU2irKzswEARkZGaNGihYqzVj02gYiIiIiIiEqB7Oxs7NixAxEREXIxPT09BAYGolmzZpz+RfQOY2NjGBsbo3bt2jLHJRIJ0tPT8ebNGzx79gwVK1ZUU4aqwyYQERERERFRCRcXF4e1a9cqXNS2WrVq+Oabb1C1alU1ZEZUegkEApiamsLIyAgvXrxQdzoqwSYQERERERFRCSWRSBAeHo49e/YgPz9fLt6yZUv07NkTenp6asiOiEobNoGIiIiIiIhKoIyMDISGhuLKlStyMaFQiKCgILi6uqohMyIqrdgEIiIiIiIiKmEePHiAdevW4fXr13KxmjVrYujQobCwsFBDZkRUmrEJREREREREVEKIxWKcPHkSBw4cgFgslov7+PigW7du0NHhVzki+nT8yUFERERERFQCpKWlYdOmTbhx44ZczMjICAMHDoSzs7MaMiOisoJNICIiIiIiIjW7c+cO1q9fj9TUVLmYjY0NhgwZAjMzMzVkRkRlCZtAREREREREaiISiXD06FEcO3YMEolEJiYQCNCxY0f4+flBW1tbTRkSUVnCJhAREREREZEaJCcnY/369bh3755czNTUFIMHD0a9evXUkBkRlVVsAhEREREREalYbGwsNm7ciIyMDLmYg4MDBg0aBFNTUzVkRkRlGZtAREREREREKpKfn48DBw7g5MmTcjEtLS107doVbdu2hZaWlhqyI6Kyjk0gIiIiIiIiFUhMTMS6devw6NEjuZi5uTmGDBmCOnXqqD4xItIYbAIREREREREVs+joaGzZsgXZ2dlysYYNG6J///4wMjJSQ2ZEpEnYBCIiIiIiIiomubm5CAsLw7lz5+RiOjo66NGjB1q1agWBQKCG7IhI07AJREREREREVAxevHiBtWvX4tmzZ3KxSpUqYejQoahRo4YaMiMiTcUmEBERERERkRJJJBJcvHgRO3bsQG5urlzc3d0dffr0gVAoVEN2RKTJ2AQiIiIiIiJSkuzsbGzfvh2RkZFyMT09PfTu3RtNmzbl9C8iUgs2gYiIiIiIiJQgLi4Oa9asQUJCglzM0tISQ4cORdWqVdWQGRFRATaBiIiIiIiIvoBEIkF4eDj27NmD/Px8uXjLli3Rs2dP6OnpqSE7IqL/YROIiIiIiIjoM2VkZGDLli2IiYmRiwmFQvTv3x+NGzdWfWJERAqwCURERERERPQZ/vvvP6xfvx6vX7+Wi1lbW2PIkCGwsLBQQ2ZERIqxCURERERERPQJxGIxTp48iQMHDkAsFsvFfX194e/vDx0dft0iopKFP5WIiIiIiIiKKC0tDRs3bsTNmzflYkZGRhg0aBCcnJzUkBkR0cexCURERERERFQEt2/fxvr165GWliYXq1u3LgYPHgwzMzM1ZEZEVDRsAhEREREREX2ASCTC0aNHcezYMUgkEpmYQCBAx44d4efnB21tbTVlSERUNGwCERERERERvUdycjLWrVuH+/fvy8VMTU0xePBg1KtXTw2ZERF9OjaBiIiIiIiIFLh27Ro2bdqEjIwMuZiDgwMGDRoEU1NTNWRGRPR52AQiIiIiIiJ6S35+Pvbv349Tp07JxbS0tODv7w9fX19oaWmpITsios+n9J9aYrEYISEhaNmyJVxcXDB06FA8e/ZMGl+zZg1atGgBFxcXjB07FklJSdLYkydP0KNHDzRq1AgTJ05Ebm6uNHb79m20b98eIpFI2SkTEREREREBABITE7FkyRKFDaAKFSpg0qRJaNeuHRtARFQqKf0n14oVKxAaGoqffvoJu3fvRnZ2NsaMGQMA2LlzJ9avX4+5c+di27ZtiI+Px/jx46WPXbp0Kezt7bF37148fPgQYWFh0tjy5csxevRoLrZGRERERETF4vLly5g7dy4ePXokF2vYsCF++OEH1K5dW/WJEREpiVKng7158wYbN27EggUL4OXlBQCYNWsWBg8ejOfPn2PdunUYOnSoNLZ06VL4+Pjg5s2bcHBwwL179zBt2jTUqlULzZs3x7179wAAMTExePbsGTp27KjMdImIiIiIiJCbm4uwsDCcO3dOLqajo4MePXqgVatWEAgEasiOiEh5lDoSKDo6GmKxGG3atJEeq1OnDsLDw6Grq4u4uDi4ublJY1ZWVqhatSqio6MBAJaWloiJiUFeXh6uXr0KS0tLAMCyZcswduxYDrkkIiIiIiKlevHiBRYuXKiwAVS5cmVMmTIF3t7ebAARUZmg1JFAjx8/RqVKlRAREYHg4GDEx8ejUaNG+OGHH5CYmAig4Afp2ywsLPDy5UsAwNixYzF8+HCsWrUKjo6O6N27NyIiIpCeng5fX1+l5CgSiUrtukKFeZfW/EsL1lk1WOfixxqrBuusGqxz8WONVYN1Vo2i1FkikSAiIgK7du2SWYu0UJMmTRAYGAihUMj3SwF+llWDdVaNslDnouYukEgkEmU96cqVK7F27VpYWlpi8uTJMDY2xi+//IKkpCTMnDkTQUFBuHjxIszNzaWP6du3LxwcHPDDDz8AKFiJPyUlBRUrVgQABAYGYsSIETA3N8ePP/6IrKwsfPvtt/Dz8/uk3DIzM3Hr1i1lvVQiIiIiIiqlcnNzcf78edy/f18upqOjA09PT9ja2qohMyKiL2Nvbw9DQ8P3xpU6EkhHRweZmZmYO3cuGjZsCKBgQWdPT09ERUUBgFyXPTc3VyZBHR0daQMoPDwcAODl5QU/Pz+MHj0aTk5OCAgIgJubGypVqvTJOdra2n6wICWZSCRCbGwsnJycuEB2MWKdVYN1Ln6ssWqwzqrBOhc/1lg1WGfV+FCd4+LisH79eiQkJMg9rlq1ahg8eDCqVq2qqlRLLX6WVYN1Vo2yUOfMzEzcvXv3o+cptQlU2JSpW7eu9FiFChVgZmYmLWRCQgKqVKkijScmJips5kgkEqxYsQKTJ09Gamoq7t+/D29vbwiFQtSsWROxsbEyaw8Vlba2dql9UwuVhddQGrDOqsE6Fz/WWDVYZ9VgnYsfa6warLNqvF1niUSC8PBw7NmzB/n5+XLntmzZEj179oSenp6q0yzV+FlWDdZZNUpznYuat1JXWm7cuDEAIDY2Vnrs1atXSEpKgqOjI6ysrKSLQAMFXfgXL17A1dVV7lonTpyAqakpPDw8pIuwicViAAVTxpQ4i42IiIiIiMqwjIwM/P7779i5c6dcA0goFOKbb75B37592QAiojJPqSOBrKys0KFDB8ycORNz586Fqakp5s+fj7p166Jp06YICgpCSEgIrKysUK1aNcyZMweenp6ws7OTuY5YLEZwcDDmzp0LADA1NYW1tTV27NgBBwcHPHjwAI6OjspMnYiIiIiIyqD//vsP69atQ1JSklzM2toaQ4YMgYWFhRoyIyJSPaU2gQBg4cKFWLp0KcaMGYOcnBw0bdoUixcvho6ODvr374+0tDTMmDED2dnZ8PT0xKxZs+SucejQIVhaWsLFxUV6bN68eZg6dSoyMjIwffp0mSllREREREREb5NIJDhx4gQOHz4snVHwNl9fX/j7+0NHR+lfiYiISiyl/8QTCoX48ccf8eOPP8rFBAIBxowZgzFjxnzwGv7+/vD395c55urqipMnTyozVSIiIiIiKoPS0tJw/PhxPH36VC5mZGSEQYMGwcnJSQ2ZERGpF9veRERERERUKojFYuTk5CA7O1vmlpWVJfP38PBwpKWlyT2+bt26GDx4MMzMzNSQPRGR+rEJRERERERExUYikSAvL0+mUaOoeVN4PycnR+G5hbfPIRAI0LFjR/j5+ZXanX+IiJSBTSAiIiIiIpKTn5+vsFHzvmMfOq5oTR5VKVeuHAYPHiy3GQ0RkSZiE4iIiIiIqIwQi8UfbMh8SvPm3a3USyMHBwcMGjQIpqam6k6FiKhEYBOIiIiIiEiNxGIxcnNzldK8yc3NVffLUSk9PT0IhUKZm4GBAQwMDGBsbAx/f3/o6uqqO00iohKDTSAiIiIiIhW4f/8+wsPD8fjxYxw6dEjauMnJyYFEIlF3eiqjra0NAwMDhc2bd48pOm5gYAB9fX0IhcL3ru8jEokQExMDLS0tFb86IqKSjU0gIiIiIqJilJGRgX379uH8+fPqTuWzCQQCafPlfU2Zjx0vvM+ROURE6sMmEBERERFRMZBIJIiOjsauXbsUbleuCoUjZj5npM3bx/X09CAQCNTyGoiIisuf/91Gek4O/O0c1Z2KyrAJRERERESkZElJSdi+fTtiY2M/+bG6urqfNdLm3aaOvr4+p0MREb2HRCLBwvOnERP/HOefPMBX5pbqTkkl2AQiIiIiIlISsViMv/76CwcPHkROTo5cXF9fH05OTnB2doaRkZHC5s371rkhIiLlEQgE2Nfra4w5vhebr13G38b3cKK+AyoYGas7tWLFJhARERERkRLExcVh69atePTokcK4s7MzvvrqKzx58gQNGzZks4eISM3KCw2wxb8vVl46j/DbN1BOX6julIodm0BERERERF8gNzcXR44cwcmTJyEWi+XipqamCAwMRKNGjSAWi/HkyRM1ZElERIoIBAIMb9wM7loGGrH2GZtARERERESf6ebNm9i2bRtevXqlMN6iRQt069YNRkZGKs6MiIg+hSY0gAA2gYiIiIiIPtmbN28QFhaGiIgIhfEqVaqgX79+qFu3roozIyIiRfJEImgJBNDW8AXz2QQiIiIiIioiiUSCyMhI7N69GxkZGXJxbW1tdOjQAe3bt4eurq4aMiQiIkWmhx/H3deJWO3XExZlfPHnD2ETiIiIiIioCBITE7Ft2zbcunVLYdzGxgb9+vVD1apVVZwZERF9yKE717Em+iIAwGtTCNZ16YVmVrXUnJV6sAlERERERPQBIpEIp06dwuHDh5GXlycXNzAwQEBAADw9PaGl4dMMiIhKmofJrzHm+D7p/ZcZ6ei1ZwuuDp8EcwNDNWamHmwCERERERG9x6NHjxAaGoqnT58qjDdq1AiBgYEoV66cijMjIqKPycnPx9eHdiI9N0fm+NzWHTWyAQSwCUREREREJCc7OxuHDh3CmTNnIJFI5OJmZmbo3bs3GjRooIbsiIioKKb/dQxX45/LHOvp0AD9nV3VlJH6sQlERERERPSW2NhYbN++HUlJSXIxgUCAVq1awd/fH0KhUA3ZERFRUey/HYt1VyJljtU1t8DPbbtqzHbwirAJREREREQEIDU1Fbt27UJ0dLTCuKWlJYKCglCrlmYuJkpEVFr8l/QK3/6xX+aYgY4uNnbtDWM9fTVlVTKwCUREREREGk0sFuPChQvYu3cvMjMz5eI6Ojro1KkT2rZtC21tbTVkSERERZWdn4evD+3Em3fWAVrs2xkOFpXVlFXJwSYQEREREWmsly9fYuvWrbh3757CuJ2dHfr27YvKlfnFgYioNPjhzDHEJryQORZY3wV9HBupKaOShU0gIiIiItI4+fn5OHHiBI4dO4b8/Hy5uJGREXr27AkPDw+NXjuCiKg02XvzKjbGRMkcs6tQCUt8u/Bn+f9jE4iIiIiINMr9+/exdetWvHjxQmG8SZMm6NmzJ0xNTVWcGRERfa57rxMx/sQBmWOGugXrABnp6aknqRKITSAiIiIi0ghZWVnYt28fzp07pzBeoUIF9O3bF/Xr11dxZkRE9CWy8v5/HaC8XJnjS327ol7FSmrKqmRiE4iIiIiIyjSJRIIrV65g586dSE1NlYtraWnBx8cHnTp1gr6+Zu8aQ0RUGqXn5sBQV3a0T1+nxgh0dFFTRiUXm0BEREREVGYlJydjx44duHr1qsJ4jRo1EBQUhBo1aqg4MyIiUpZKRsY40nsI5v59EsFRf8O+YmUs8umk7rRKJDaBiIiIiKjMEYvFOHv2LA4cOIDs7Gy5uJ6eHrp06YLWrVtz23ciojJAV1sbs1u1R9PqNVHbrKLcyCAqwCYQEREREZUpz549Q2hoKB4+fKgwXr9+ffTp0wcVK1ZUcWZERFTc2tvYqzuFEo1NICIiIiIqE3Jzc3Hs2DGcOHECYrFYLm5iYoJevXrB1dWVWwUTEZFGYhOIiIiIiEq9O3fuYOvWrUhISFAYb968Obp37w4jIyMVZ0ZERMp2Ie4hGlS25Nbvn4FNICIiIiIqtd68eYO9e/fiwoULCuOVKlVCv379YGdnp+LMiIioONx6FY+eYZthVa48NnbtDfuKldWdUqnCJhARERERlToSiQSXLl3C7t27kZ6eLhfX0tJC+/bt0bFjR+jq6qohQyIiUraM3Fx8fXAnsvLzcPd1Iny2rMIS3y7o49RI3amVGmwCEREREVGp8urVK2zfvh03btxQGK9VqxaCgoJgaWmp4syIiKi4SCQSTDp5CHde/2/ab1Z+HqJfxLEJ9AnYBCIiIiKiUkEkEuHMmTM4dOgQcnNz5eJCoRDdunVDy5YtoaWlpYYMiYiouGyLjcbOG1dkjjlVqop5rTuqKaPSiU0gIiIiIirxnjx5gtDQUDx58kRhvGHDhggMDISZmZmKMyMiouJ2M/Elvj91WOaYsZ4+NnbtDaEOp/x+CjaBiIiIiKjEysnJweHDh3Hq1ClIJBK5eLly5dC7d2+4uLioITsiIipub3JzMOjgTmTn58sc/7V9N9Q2q6CmrEovNoGIiIiIqES6fv06tm/fjtevXyuMe3l5oVu3bjAwMFBxZkREpAoSiQQT/zyIe0mJMseHuLjDv56TmrIq3dgEIiIiIqISJS0tDWFhYYiKilIYr1q1Kvr16wcbGxsVZ0ZERKq05dplhN28KnOsYeVq+Mmb6wB9LjaBiIiIiKhEkEgkuHDhAvbs2YPMzEy5uI6ODjp27Ih27dpBR4f/G0tEVJZdT3iBKaeOyBwz0dPHhq69oc//Bnw2pW+bcPv2bdjZ2cndEhMLhm+tWbMGLVq0gIuLC8aOHYukpCTpY588eYIePXqgUaNGmDhxosyuD7dv30b79u0hEomUnTIRERERqVl8fDyWLVuGLVu2KGwA1a1bF9OnT4efnx8bQEREZVx6Tg6+PrgTOSLZdYCCOwTAury5mrIqG5T+X9B79+7B0tISu3btkjleoUIF7Ny5E+vXr8fixYthYWGB2bNnY/z48di8eTMAYOnSpbC3t8eSJUswceJEhIWFoW/fvgCA5cuXY/To0dDW1lZ2ykRERESkJvn5+fjzzz9x9OhR5L+z6CcAGBoaonv37mjWrBm3fSci0gASiQTjTxzA/eRXMse/adwUXewc1ZRV2aH0JtD9+/dRu3ZtWFhYyMXWrVuHoUOHwsvLC0BB08fHxwc3b96Eg4MD7t27h2nTpqFWrVpo3rw57t27BwCIiYnBs2fP0LEj5/0RERERlRUPHjxAaGgonj9/rjDu6uqKr776CuXKlVNxZkREpC67b8Zg3+1rMscaVbHEnFbt1ZRR2aL0X6fcvXsXtWvXljuemJiIuLg4uLm5SY9ZWVmhatWqiI6OBgBYWloiJiYGeXl5uHr1KiwtLQEAy5Ytw9ixY/nbHyIiIqIyICsrCzt27MDixYsVNoDMzc0xevRoDB06lA0gIiIN09HGAT3sG0jvl9MXYkPX3tDT5lRgZSiWkUASiQQBAQFISEiAo6MjpkyZgjdv3gAAKleuLHO+hYUFXr58CQAYO3Yshg8fjlWrVsHR0RG9e/dGREQE0tPT4evrq+xUiYiIiEjFYmJisGPHDqSkpMjFBAIBWrdujS5dukAoFKo+OSIiUjsTfX2s7tQTzaysMe3MUfzWsTtqlDNTd1plhlKbQNnZ2Xj69CmqVKmCH3/8EQKBAL///jv69u2LZcuWAQD09PRkHqOnpyddANrZ2Rnnzp1DSkoKKlasCKBgLaBvv/0WsbGx+PHHH5GVlYVvv/0Wfn5+n5WjSCQqtYtLF+ZdWvMvLVhn1WCdix9rrBqss2qwzsWvuGuckpKCsLAwXLlyRWG8evXq6NOnD6ytrYs1D3XjZ1k1WOfixxqrhibXOcipMXxr2aKKsUmxv/6yUOei5i6QSCQSZT5xRkYG9PT0oKurC6BguG+rVq0wYMAArFixAmfPnkWVKlWk5/fs2RPNmjXD+PHj5a4VHh6O33//HTt37oSfnx9Gjx4NJycnBAQE4MiRI6hUqVKR88rMzMStW7e+/AUSERERUZFJJBLcunULkZGRyMvLk4tra2vD1dUVTk5OnPpPRET0hezt7WFoaPjeuNKngxkZGcncNzAwgJWVlXTKV0JCgkwTKDExUWEzRyKRYMWKFZg8eTJSU1Nx//59eHt7QygUombNmoiNjUWbNm0+OT9bW9sPFqQkE4lEiI2NhZOTE3dJK0ass2qwzsWPNVYN1lk1WOfiVxw1fvHiBbZv347//vtPYbxevXro3bu3wg1Fyip+llWDdS5+rLFqsM6qURbqnJmZibt37370PKU2gW7duoU+ffpg9+7dqFu3LgDgzZs3ePToEfr164cLFy4gOjoazs7OAIC4uDi8ePECrq6uctc6ceIETE1N4eHhgbS0NACAWCwGULCV6OcOYNLW1i61b2qhsvAaSgPWWTVY5+LHGqsG66warHPxU0aN8/LycPz4cfzxxx8Kh6cbGxujZ8+ecHd3h0Ag+KLnKq34WVYN1rn4scaqUVbrnJaTjUknD2GGVztYmqh/I4DSXOei5q3UJlDdunVRvXp1/PDDD5gxYwa0tbWxbNkymJubo2PHjkhNTUVISAisrKxQrVo1zJkzB56enrCzs5O5jlgsRnBwMObOnQsAMDU1hbW1NXbs2AEHBwc8ePAAjo6OykydCEBBB/jmzZt48eJFqe4CExERqcvdu3exdetWxMfHK4x7eHigZ8+eMDY2VnFmRERUkkgkEow+vg9H7t7AmYf3sMqvJ3xq26o7rTJPqU0gHR0drFmzBosWLcLgwYORm5uLpk2bYuPGjdDT00P//v2RlpaGGTNmIDs7G56enpg1a5bcdQ4dOgRLS0u4uLhIj82bNw9Tp05FRkYGpk+fLjOljEgZEhISsHr1ajx9+hRAwZpUTZo0gYeHB6ysrDT2N5VERERFkZGRgX379uH8+fMK4xUrVkS/fv1gb2+v4syIiKgkWvPvRRy5ewMA8DorE1/t2Yzl7fzRv4GbmjMr25S+JlDVqlWxfPlyhTGBQIAxY8ZgzJgxH7yGv78//P39ZY65urri5MmTSsqSSNbVq1exceNGZGVlSY+lp6fj9OnTOH36NKpVqwZ3d3e4u7vDzIzbExJRgZiYGJw7dw7Z2dkwNzdHrVq11J0SkcpJJBJER0dj165d0in8b9PS0kLbtm3h5+cnt0ssERFppn9fPMWMv/6QOWYmNEDrWnXVlJHmUHoTiKg0EYvFOHToEI4fP/7B854/f479+/fjwIEDsLOzg4eHB1xcXCAUClWUKRGVJG/evMHOnTtx6dIl6bHFixejY8eO6NixI6eSksZISkrC9u3bERsbqzBubW2Nfv36wcrKSsWZERFRSZWSnYWvD+1Enlh2zbjf/Xqiuml59SSlQdgEIo2Vnp6OdevW4fbt20V+jEQiwe3bt3H79m1s374dLi4u8PDwQL169bitLZGGiImJwbZt2+RGPIjFYhw5cgTXrl3DwIEDYWlpqaYMiYqfWCzGX3/9hYMHDyInJ0curq+vD39/f7Rq1Yr/fSQiIimJRILRx/biSWqyzPFv3VvCt47dex5FysQmEGmkhw8fYvXq1UhOTpaLubq6okaNGsjKykJUVBRev36t8Bq5ubmIjIxEZGQkypcvL10/iF/8iMqmjIwM7Ny5E1FRUR8878mTJ5g/fz66dOkCX19ffgGmMicuLg6hoaF4/PixwriTkxP69OkDc3NzFWdGREQl3arLF3Ds/i2ZYx7Va+KHFj5qykjzsAlEGkUikeDcuXPYtWuX3Ja1Wlpa+Oqrr9CiRQtcvXoVDRs2RJcuXXD//n1EREQgOjoa2dnZCq+bkpKCP//8E3/++SesrKzg7u6OJk2aoFw59W9zSERf7urVq9i6davC9U6EQiFycnIgkUikx/Lz87Fv3z7ExMRg4MCBqFy5sirTJSoWubm5OHz4ME6dOgWxWCwXNzU1RWBgIBo1asTNFIiISM6l508w66zsOkAVDAyxrnMv6GhxKr2qsAlEGiM3Nxfbtm1DRESEXKx8+fL45ptvUKdOHZnmkJaWFmxtbWFra4vAwEBcvXoVkZGRuHHjhsL/AQYKfkMaFxeHvXv3wsHBAR4eHmjYsCEXwyQqhTIyMrB7926FPzeAghEPvXv3xqVLl3Dx4kW8fPlSJv7gwQP89NNPCAgI4LQYKtVu3ryJbdu24dWrVwrjnp6eCAgIgJGRkYozIyKi0iA5KxODD+1C/jvfoX7v9BWqmfAX56rEJhBphISEBPz+++949uyZXMzW1hZDhw6FqanpB6+hp6cHNzc3uLm5IS0tDVFRUYiMjMSTJ08Uni+RSHDjxg3cuHEDQqEQjRo1goeHB+rWrcsvgkSlQGxsLLZu3YqUlBS5mIGBAXr16gUPDw+IxWJYWFhg6tSpOHLkCE6dOiUzKigvLw+7du1CTEwMBgwYgAoVKqjwVRB9mfT0dOzZs+e9jdDKlSujX79+sLW1VXFmRERUWkgkEow8tgdP01Jkjk/w8EIb7gamcmwCUZmnaPv3Qm3btoW/v/8n7+RjamoKHx8f+Pj44Pnz54iIiEBkZKTCL4sAkJ2djQsXLuDChQswNzeHu7s7PDw8UKVKlc95SURUjDIzM7F7925cvHhRYdzR0RH9+vWDmZmZzHFdXV306NEDDRs2xKZNm5CYmCgTv3PnDubMmYOePXuiefPmnC5DJZpEIkFERATCwsKQkZEhF9fW1kaHDh3Qvn176OrqqiFDIiIqLUIunceJ/+7IHGtuVQtTPNuoKSPNxiYQlVlisRgHDx7EH3/8IRcTCoUYOHAgXFxcvvh5qlWrhoCAAPj7++POnTuIiIjAlStXFO6WAhRsp3v8+HEcP34c1tbWcHd3h5ubG0xMTL44FyL6MtevX0doaKjChq5QKMRXX32FZs2afbCBY2Njg+nTp2Pfvn0IDw+XiWVnZyM0NBRXrlxBUFAQypcvr9wXQKQEiYmJ2LlzJ27duqUwXqdOHfTr1w/VqlVTcWZERFTaRD57jDln/5Q5VtHQCGs6fcV1gNSETSAqkz60/Xu1atUwfPhwpS/UqqWlBXt7e9jb26NPnz64cuUKIiMjcevWLZmpIW979OgRHj16hLCwMDg6OsLDwwPOzs78rSqRimVlZSEsLAz//POPwriDgwOCgoKKvNuRvr4+evfujYYNG2Lz5s1yOxFev34ds2fPRu/eveHm5sZRQVQiiEQixMTEYOPGjcjLy5OLC4VCdO/eHZ6enpzWTERERbI55hJEkv+tAySAAGs6fYWqJh9eioOKD5tAVOZ8aPv3Jk2aoF+/ftDX1y/WHPT19eHh4QEPDw+kpKQgKioKFy9exPPnzxWeLxaLce3aNVy7dg0GBgZwdXWFh4cH6tSpwy+HRMXs5s2b2LJli8KfGUKh8Iumb9nb22PmzJnYvXs3Lly4IBPLzMzE+vXrceXKFfTp04ejAUmt7t69i127duHp06cK440aNUKvXr04eo2IiD5JcIcA1ChnhiUX/oIEEnzXrBVaWduoOy2NxiYQlRkSiQRnz57F7t2737v9e6tWrVTeVClfvjzatm0LX19fPH36FBEREYiKilK41TRQMCLh77//xt9//42KFStK1w+qVKmSSvMmKuuysrKwZ88enD9/XmHc3t4e/fv3L/Lon/cxMDDAgAED4OLigtDQULl/+//++y/u3buHfv36oWHDhl/0XESfKjExEfv27cO///6rMF6+fHn06dMHDRo0UHFmRERUFmhraWGKZxs0tbJG6NXL+L5Za3WnpPHYBKIyITc3F1u3bkVkZKRc7O3t39VJIBDAysoKVlZWCAgIwK1btxAREYGYmBiFw+4B4NWrVzh69CiOHj2K2rVrw8PDA66urtyCl+gL3bp1C1u2bEFSUpJcTF9fHz169ECLFi2U2jR2dnbGzJkzsXPnTly6dEkmlp6ejlWrVsHDwwO9evWCoaGh0p6XSJGsrCwcO3YMZ86cQX5+vlxcIBDAy8sL/v7+MDAwUEOGRERUlnjVrAOvmur9PkYF2ASiUu9D27/b2dlhyJAhH93+XdW0tbXh6OgIR0dHZGVl4d9//0VkZCTu3Lnz3sc8ePAADx48wO7du+Hk5AQPDw84OjpCR4f/jImKKjs7G3v37sW5c+cUxu3s7NC/f39UrFixWJ7f2NgYQ4YMQcOGDbF9+3a5XZciIiJw+/Zt9O/fH/Xr1y+WHEizicVi/PPPPzh48CDS09MVnlOtWjUEBQWhdu3aKs6OiIiIihu/PVKpVriAZXZ2tlysXbt26Nq16ydv/65qBgYGaN68OZo3b46kpCRERkYiIiICL1++VHh+fn4+rly5gitXrsDIyAhubm7w8PCAtbU11w8i+oA7d+5g8+bNeP36tVxMX18f3bt3R4sWLVSy4K2rqyvq1q2Lbdu24erVqzKxlJQU/Prrr2jZsiW6d+8OoVBY7PmQZrh16xb27Nnz3nV/jIyM0KBBA/Tu3Rt6enoqzo6IiEo7sUSMN7m5MNXn/7uUZGwCUakkEolw6NCh927/PmjQoFK5toa5uTk6dOiA9u3b4/Hjx4iIiMClS5fw5s0bhednZGQgPDwc4eHhqFy5Mtzd3eHu7l5soxiISqPs7Gzs379fbrv2Qra2thgwYIDK/92UK1cOI0aMQEREBHbu3CnXzD537hxu3ryJAQMGwNbWVqW5UdkSHx+PvXv3yjUcC2lpacHb2xsdOnTA3bt3S/wvT4iIqGRaHnEOW2OjsaFLIBpWsVR3OvQebAJRqZOWloZ169YpnDpVXNu/q5pAIIC1tTWsra3Rs2dPXL9+HREREbh27ZrCtRuAgv/JP3ToEA4dOoS6devCw8MDjRs35loOpNHu3r2LzZs349WrV3IxPT09BAQEwMvLS23bXQsEAjRt2hR2dnbYsmULbt26JRN/9eoVfvnlF7Ru3Rr+/v4cnUGfJCMjA0ePHkV4eLjchgmFnJ2d0aNHD1SuXPm95xAREX3MP08eYv75UxBLJGi/bTXmenfEYBd3zlQogdgEolKlJGz/rmra2tpo0KABGjRogIyMDERHRyMyMhL3799/72Pu3buHe/fuYefOnWjQoAE8PDzg4ODA3+6SxsjJycGBAwdw5swZhXEbGxsMHDgQFhYWKs5MMXNzc3z77bc4d+4c9uzZg9zcXGlMIpHg9OnTuH79OgYNGoRatWqpMVMqDUQiEf7++28cOnRIbt2pQtWqVcNXX30Fe3t7FWdHRERlTULGGww9vAtiiQQAkCsSYcrpI2hmZQ0Hiypqzo7exSYQlQof2v5dW1sbPXv2VMv276pmZGSEli1bomXLlkhMTJSuH5SYmKjw/Ly8PFy+fBmXL1+GiYkJmjRpAg8PD1hZWZX5WpHmunfvHjZv3qzw34Wuri4CAgLQqlUrtY3+eZ/C3ZgcHBywadMmuUZvfHw8Fi1ahPbt26NTp05cFJ4Uun79Ovbs2YMXL14ojJuYmKBLly5o3rw5fzFARERfTCQWY9iR3XiZIbvZwJTmbdgAKqH4f5BU4uXk5GDbtm0levt3dbCwsECnTp3g5+eHBw8eICIiApcvX0ZmZqbC89PT03H69GmcPn0a1apVk64fZGZmpuLMiYpHbm6udPSP5P9/E/W2OnXqYMCAASV+uqiFhQUmTpyI06dP48CBAzJTQCUSCY4fP47Y2FgMHDgQVlZWasyUSpIXL15gz549uH79usK4jo4OWrdujY4dO3KaMBERKc0vEeE4+/g/mWPe1jaY0NRLTRnRx7AJRCVafHw8Vq9eXaq2f1c1gUCAOnXqoE6dOvjqq68QGxuLyMhIxMbGvnd9h+fPn2P//v04cOAA7Ozs4OHhARcXF+5CRKXWf//9h02bNiEhIUEupqurC39/f7Ru3brEjf55Hy0tLfj6+sLR0REbN27E48ePZeJPnz7FggUL0KlTJ7Rr144jOjTYmzdvcPjwYZw7dw5isVjhOS4uLujevXuJmf5IRERlw9+PH2DRP7JT76sam2B1p6+gJSgd/8+lidgEohKrLGz/rmq6urpo1KgRGjVqhDdv3uDy5cuIiIjAw4cPFZ4vkUhw+/Zt3L59G9u3b4eLiws8PDxQr169UvNlmTRbbm4uDh06hFOnTikc/VO7dm0MGDAAVaqUzuHIVatWxeTJk/HHH3/gyJEjMl/yRSIRDh48iKtXr2LQoEGl9jXS58nPz0d4eDiOHj363hGgVlZW+Oqrr7i7HBERKV38m3QMPfK/dYAAQFughXWdA1HR0EiNmdHHsAlEJU5Z3f5d1YyNjdGqVSu0atUKL1++RGRkJCIjI/H69WuF5+fm5krPKV++vHT9IEtLbu9IJdODBw+wadMmxMfHy8V0dHTQtWtX+Pj4lPqGpra2Nvz8/ODs7IyNGzfKjYx89OgR5s6dW+pGO9HnkUgkiI2NxZ49exR+9gHA1NQU/v7+aNq0KT8PRESkdIXrACVkvJE5/kMLHzS1slZPUlRkbAJRiaIJ27+rQ5UqVdC1a1d07twZ9+/fR0REBKKjoxWOsgKAlJQU/Pnnn/jzzz9hZWUFd3d3NGnSBOXKlVNx5kTy8vLycOjQIZw8eVLh6J9atWph4MCBZW5kjJWVFaZOnYqjR4/ijz/+kHnteXl5CAsLQ0xMDAYMGMBpP2XUs2fPEBYWhlu3bimM6+jowNfXF+3bt+f0XiIiKjZLLvyFc08eyBzzqW2Lse4t1JQRfQo2gajEePDgAVavXo2UlBS5WFnd/l3VtLS0YGtrC1tbWwQGBuLq1auIiIjAzZs337uWRFxcHOLi4rB37144ODjAw8MDDRs2hJ6enoqzJwIePnyIzZs3K9z5SEdHB126dIGPj0+ZnSpauL5RgwYNsHHjRrmRIPfu3cNPP/2E7t27o2XLltwFsIxIS0vD4cOH8ffffytsfAKAq6srAgICUKFCBRVnR0REmiT80X0sufCXzLFqJuWwqmMPrgNUSrAJRGonkUgQHh6OsLAwjd7+XdX09PTg5uYGNzc3pKWlISoqCpGRkXjy5InC8yUSCW7cuIEbN25AKBSiUaNG8PDwQN26dTndgIpdXl4ejhw5ghMnTij8EmxtbY0BAwagWrVqashO9WrVqoUff/wRBw4cwOnTp2ViOTk52L59O2JiYhAUFARzc3M1ZUlfKi8vD2fOnMGxY8feO3LT2toaPXv2hI2NjYqzIyIiTfPyTRqGHdkNCd5dB6gXKnAdoFKDTSBSK27/XjKYmprCx8cHPj4+eP78OSIiIhAZGalwVBYAZGdn48KFC7hw4QLMzc2l6wdVrVpVtYmTRnj06BE2b96M58+fy8W0tbXRuXNntG3btsyO/nkfPT09fPXVV2jQoAE2b94st97XzZs3MWfOHPTq1QseHh5spJciEokEMTEx2LNnD169eqXwnPLly6Nbt25o0qQJG/FERFTs8sUiDD28G4mZGTLHp7dsC4/qNdWUFX0ONoFIbbj9e8lUrVo1BAQEwN/fH3fu3EFERASuXLmCnJwchecnJSXhjz/+wB9//IGaNWvCw8MDbm5uMDExUXHmVNbk5eXh6NGjOHHihMLpijVq1MDAgQM1fvFyOzs7zJgxA3v37sW5c+dkYllZWdi0aROuXLmCfv368WdqKfDkyROEhYXh7t27CuO6urpo164d2rZtyynSRESkMiKxBDbmFfFP3P92HW5Xxw6jmzRXY1b0OdgEIrXg9u8ln5aWFuzt7WFvb48+ffrgypUriIyMxK1bt967JsXjx4/x+PFjhIWFwdHRER4eHnB2doaurq6Ks6fS7smTJ9i4ceN7R//4+fmhffv2/Dnx/4RCIfr27YsGDRogNDRUbhTf1atXcf/+ffTt2xeNGzdWT5L0QampqTh48CAuXLjw3p+xHh4e8Pf3h5mZmYqzIyIiTaevo4Nl7fzRrLo1Jvx5EOWFBviN6wCVSmwCkUqJRCIcPHgQJ06ckItx+/eSS19fHx4eHvDw8EBKSgqioqJw8eJFhV/QAUAsFuPatWu4du0aDAwM4OrqCg8PD9T5P/buO77pOv8D+CuzSbr33tBS6KbsJQIyRQRBcYHr9DyRU+/O7bnuvFM89fR+KuqJ4xRFFFEEBGRvSgtl00VbunebtM36/v4oDYQmZTVJ27yej4cP/H6/n3z7zofQJq9+Rmwsp6RQl/R6PX755ResXbvW4uif8PBwLFy4EGFhYQ6orudLTEzECy+8gG+++abTNFu1Wo2lS5diyJAhmD9/PlxdOXe/J9Bqtdi4cSPWrVtndcRlTEwM5s2bh+joaDtXR0REZG7uoFSkBIVCrW2Dj1Ll6HLoKjAEIrvh9u99g5eXF2644QZMmjQJJSUl2LNnD/bt24fGxkaL7VtaWrB9+3Zs374dfn5+GDZsGIYPH84dbKiT4uJiLFu2DCUlJZ2uicViTJ8+HVOnTuXon0twdXXFvffei7S0NPzvf/9DU1OT2fX9+/fj5MmTuPvuu5GUlOSgKkkQBBw4cAA//PBDp/WcOvj4+GD27NnIyMhggE5ERD1GnK+/o0uga8AQiOyC27/3PSKRCOHh4QgPD8fs2bNx/Phx7NmzB9nZ2dDpdBYfU11djTVr1mDNmjWIjo5GcHAwoqKiGAg5OYPBgF9++QW//PKLxdE/YWFhWLhwIcLDwx1QXe+VlpaGfv364X//+x+ysrLMrjU2NuK9997DqFGjMHfuXCiVSgdV6ZwKCwvx7bffIi8vz+J1FxcXTJkyBRMnToRcLrdzdURERNSXMQQim+L2785BIpEgMTERiYmJaGlpwcGDB7F3716Lo746FBQUoKCgALt27UJMTAzS0tKQlpYGf3/+ZsGZlJSUYNmyZSguLu50TSwWY+rUqZg2bRqkUv64uhru7u548MEHsX//fnz99dfQaDRm13fu3Injx4/j7rvvRkJCgoOqdB51dXVYtWoV9uzZY/G6SCTCyJEjcdNNN8HT09PO1REREZ23q7gAIe6eiPLycXQp1M34rppspq2tDV9++SX27dvX6ZqXlxcefPBBxMTEOKAysiWlUolRo0Zh1KhRqK2txd69e7Fnzx6Ul5dbfUx+fj7y8/OxcuVKhIeHmwKhkJAQO1ZO9mQwGLBu3TqsWbOmU0AMAKGhoVi4cCEiIiIcUF3fIhKJMHToUMTFxeGLL77AkSNHzK7X1tbi7bffxnXXXYfZs2dzVKYNaLVarF+/HuvXr7c6UrJ///6YN28eX/NERORwJY31uHvVV9AbjXhv6mzMiBvk6JKoGzEEIpuoqKjABx98YHHhYG7/7jx8fHwwdepUTJkyBWfOnMGePXuwf/9+NDc3W31McXExiouLsXr1agQFBZkCoYiICI4Y6yPOnj2LZcuWoaioqNM1sViMyZMnY/r06dxVrpt5eXnhkUcewc6dO/Htt992WoR4y5YtOHbsGBYuXIjY2FgHVdm3GI1G7Nu3D6tWrUJdXZ3FNn5+fpgzZw7S0tL4PY6IiBxOZzDg/p++QW1L++jhu1d9hQcHj8Qr46dAKua6jH0BQyDqdl1t/z5lyhTMnDmTC7s6GZFIhKioKERFRWHu3Lk4cuQI9u/f3+X6QQBQXl6OtWvXYu3atfD19UVqairS09MRExMDsZjbUfY2BoMBv/76K37++Wfo9fpO14ODg7Fw4UJERUXZvzgnIRKJMHr0aAwYMACff/55pymblZWVeOONNzBp0iTMnDmTQdw1yMvLw7fffovCwkKL1xUKBaZNm4brr7+e/UxERD3Gq9s3YN9Z81/UnW1qgIRbwfcZDIGo23D7d7ocEokEKSkpSExMRGZmJhQKBQ4dOoTs7OwuRwjV1NRg06ZN2LRpEzw8PEwjhOLi4hgq9gKlpaX47LPPLH4gFolEmDx5MmbMmMEPw3bi5+eHP/7xj9iyZQu+//57szBWEAT8+uuvyMnJwT333IPIyEgHVtr71NTU4IcffsD+/fstXheJRBgzZgxuvPFGjoglIqIeZX3uCby7b7vZuUhPb7w75WaOVu1DGAJRt+D273Q1JBIJBg0ahOTkZNx+++3Izc3FwYMHkZ2dbXEnuQ6NjY3YunUrtm7dCldXVyQnJyMtLQ0DBw5kiNDDGAwGbNiwAT/99JPF0T9BQUFYuHAhoqOjHVCdcxOLxbj++usxaNAgfPrppygoKDC7XlZWhn/84x+YNm0apk2bxrD1ElpbW7Fu3Tps3LjR6gjHAQMGYN68eQgNDbVzdURERF0raazH73/5zuycXCLBf2feBk8FdxHtSxgC0TXLy8vD0qVLLX5oHzZsGO644w4uNEqXJJFIEB8fj/j4eNx66604c+YMDh48iIMHD6K6utrq49RqNXbv3o3du3fDxcUFSUlJSE9Px6BBg6BQKOz4DOhi5eXlWLZsWadwAWgfDcEpRz1DYGAg/vKXv2DDhg1YvXq1WVhnNBrx888/4/Dhw1i4cCHDCwuMRiN2796NVatWobGx0WKbwMBAzJkzB8nJyfxNKhER9Thagx73rl6O+tYWs/OvjJ+KtOAwB1VFtsIQiK4at38nWxGLxYiOjkZ0dDRmz56NkpISZGVlISsry+Ji4x3a2tpw4MABHDhwADKZDAMHDkRaWhqSk5Ph6upqx2fg3IxGIzZu3Igff/zR4uifwMBALFy4kLsD9iAdC3InJibi008/RXFxsdn1oqIi/P3vf8fMmTMxadIkrsl1zqlTp7BixQqLi5wDgEqlwvTp03HddddBKuVbLiIi6ple3vorDpSa/+y/KT4R96cNd1BFZEt8R0JXhdu/k72IRCKEh4cjPDwcM2fORHl5ObKzs3Hw4EGcOXPG6uN0Oh0OHTqEQ4cOQSwWY8CAAUhLS0NqairX4bChiooKLFu2DPn5+Z2uiUQiTJw4ETNnzoRcLndAdXQpoaGhePrpp/HLL7/gl19+gdFoNF3T6/X4/vvvkZ2djYULFzr1FN+qqip8//33OHjwoMXrYrEYY8eOxY033gg3Nzc7V0dERHT5fjl9DP93YKfZuWgvH7zDdYD6LIZAdMW4/Ts5UlBQEKZMmYIpU6agpqbGNEIoLy8PgiBYfIzRaMSxY8dw7NgxfPXVV4iNjUV6ejrS0tLg4+Nj52fQNxmNRvz2229YtWqVxfVQAgICsGDBAvTr188B1dGVkEgkuPHGG5GcnIxPP/0UZWVlZtfz8/PxyiuvYPbs2bjuuuucalRQS0sLfvnlF/z2228WR7kBQGJiIubMmYOQkBA7V0dERHRlihrq8IdfVpqdc5FI8elN8+HhwmUV+iqGQHRFsrKysGzZMm7/Tj2Cr68vJk6ciIkTJ6KhoQGHDh3CwYMHcfLkSbMRDBcSBAG5ubnIzc3Ft99+i6ioKNNOY848suFaVFRU4LPPPkNeXl6nayKRCNdffz1mzZrF0T+9TGRkJJ599lmsXr0aGzZsMAtZdTodvvnmG2RnZ2PBggXw9fV1YKW2ZzQasWPHDqxevRpNTU0W2wQHB+OWW25BYmKinasjIiK6ch3rADW0mX+u+/v105AcyF9k9GU2C4G+/PJLvPLKK2a7RS1duhRffPEFmpubMWbMGLz44oum38IXFRXh8ccfR35+PsaPH4/XXnvN9IHhxIkT+OMf/4g1a9YwYHAQbv9OPZ2npyfGjh2LsWPHQq1W4/Dhw8jKysLRo0et/sYeAAoLC1FYWIgffvgBISEhSEtLQ3p6OkJDQzkE9hKMRiM2b96MH374weLoH39/fyxYsAD9+/d3QHXUHWQyGebMmYOUlBQsW7YMVVVVZtdPnjyJl19+GXPnzsWoUaP65L+Z48eP47vvvkNJSYnF666urrjxxhsxduxYvkchIqJe469b1uNgmfnPtpsHJGFh6lAHVUT2YpMQ6MyZM1iyZInZueXLl+OTTz7B66+/Dn9/f7z00kt47LHH8NlnnwEAlixZgoSEBLzxxht44oknsGLFCtxxxx0AgLfffhuPPPII31w5SFfbv4eGhuLBBx/kCArqUVxdXTFixAiMGDECra2tOHLkCLKyspCTk4O2tjarjystLUVpaSnWrFmDgIAApKamIj09HZGRkU415eVyVFVV4bPPPsPp06ctXu8Y/cOdAfuGfv364fnnn8f333+PLVu2mF1rbW3FF198gaysLNx1113w8vJySI3draKiAitXrsShQ4csXheLxRg/fjymT5/OheeJiKhX2VNSiA8zd5mdi/X2xVuTZ/XJX+iQuW4PgYxGI5588kkkJSWZLRr88ccf44EHHsC4ceMAtIc+EydOxLFjxzBw4ECcPn0azzzzDKKjozFq1CjTB4vs7GycPXsW06ZN6+5S6TJw+3fq7RQKBTIyMpCRkQGdTodjx44hKysLhw4dgkajsfq4yspK/Prrr/j111/h7e2N1NRUpKWloX///k4dCBmNRmzduhXff/89tFptp+t+fn5YsGAB4uLiHFAd2ZKLiwvmz5+P1NRUfPbZZ6irqzO7fuTIEbz00kuYP38+hgwZ0mvfRKrVaqxZswabN2+2Oq00JSUFc+bM4S9AiIioVxoaGoEXx03BK9t+hUEwQiHlOkDOpNtDoE8++QRSqRS33367KQSqqqpCcXExhgwZYmoXHh6O4OBgZGZmYuDAgQgNDUV2djaGDx+OQ4cOYcyYMQCAt956C48++qhTf+hyhEtt/z5v3jyMGzeu177JJ+ckk8mQkpKClJQUGAwGnDx5EllZWcjOzkZjY6PVx9XV1WHz5s3YvHkz3N3dkZKSgrS0NAwYMMCptn2urq7GZ599hlOnTlm8ft111+Hmm2+GQsE3EH1ZQkIC/vrXv2LFihXYudN8NxGNRoNPPvkEWVlZuP322+Hu7u6gKq+cwWDAtm3b8NNPP0GtVltsExoairlz5yIhIcHO1REREXUfsUiMR4eNwbCwCNy3+hv8eeR4JAYEO7osspNu/fRy+vRpfPzxx/juu+9w9OhR0/mKigoA6PQbM39/f5SXlwMAHn30UTz00EN4//33kZiYiPnz52PPnj1oamrCpEmTurNMuoSutn/39vbG7373O27/Tr2eRCLBwIEDMXDgQMyfPx/5+fk4ePAgsrKyUFtba/VxTU1N2LFjB3bs2AGlUonk5GSkpaVh0KBBfXbhY6PRiO3bt2PlypUWp9P5+vpiwYIFiI+Pd0B15AhKpRJ33303UlNT8cUXX3QKUQ8ePIjTp0/jzjvv7BXrxR05cgTfffddp53QOri7u2PmzJkYPXo0fylFRER9xrDQSOy691G4yzmzw5l0Wwik0+nw5JNPYtGiRQgPDzcLgTp2krr4A5JcLjdNJ0hOTsa2bdtQX18PPz8/AO1rAS1evBg5OTl47rnn0NLSgsWLF2P69OlXXafBYOg0sqW36KjblvVXVFTgo48+srr9+7333gt3d/de24eXwx79TD2vn6OjoxEdHY3Zs2ejuLjYtPV8ZWWl1ce0tLRg79692Lt3L+RyOQYNGoTU1FQkJiZCqVTasXrLuqOPa2pq8OWXX1pcEwwAxowZYxr901P+Lu2tp72W7WnQoEF47rnn8O233+LAgQNm15qamvD+++9j6NChmDdvHlQq1TV9LVv0c1lZGb7//nuz9ywXkkqlGD9+PKZMmQKlUglBEPr037Mzv5btif1sH+xn22Mf24et+9lVKrM6/dmZ9IXX8+XWLhIu3PP1Gvz73//G/v378fnnn0MkEmHdunVYvHgxTp48iZycHNxyyy3YunUrgoKCTI+ZO3cuRo4ciccee6zT/bZs2YIPPvgAy5cvx/Tp0/HII48gKSkJs2fPxs8//4yAgIArqk+j0eD48ePX/Dz7soKCAmzZssXiLj+pqanIyMjgb0DJqQiCgLq6OhQWFqKgoAA1NTWX9TixWIzQ0FBER0cjKiqqV06PEgQBx48fx969ey1+T3Bzc8PYsWMRFhbmgOqoJ8rPz8f27dstjhZzdXXF2LFjER4e7oDKOmttbUVmZiaOHTsGa2+DoqOjMWzYMHh4eNi5OiIiIqKrl5CQ0OUv37ptJNCqVatQVVWF9PR0AOdTqLS0NLz00ksA2hdavTAEqqqqshjmCIKAd955B08++SQaGhqQm5uL8ePHQ6FQIDIyEjk5OZgwYcJV1RkXF3fNv410FIPBgJycHCQlJXXrTmkGgwGrV6/Ghg0bOl1TKBRYsGABUlJSuu3r9XS26mcy1xv7uaqqCtnZ2cjOzkZBQYHVdkajEcXFxSguLsaOHTvQv39/pKamIiUlxa47J11tH9fW1uLLL7/EiRMnLF4fPXo0br755h4x2qkn6I2vZVtITU3FxIkT8dVXX+Hw4cNm19RqNdauXYvRo0dj9uzZVxWMdkc/6/V6bNu2DWvWrEFLS4vFNuHh4bjlllvQv3//q/oavRlfy/bBfrYP9rPtsY/t41r7uVWvw/0/fYtFQ0djWGikDSrsG/rC61mj0Vhdu/NC3RYCffHFF9Dr9abj7du345VXXsGqVavg6+uL8PBwZGZmIjk5GQBQXFyMsrIyZGRkdLrX+vXr4eHhgeHDh5vWGegYoqbX663+1u5ySCSSXvuX2qE7nwO3f7euL7xWeoPe1M9BQUGYMmUKpkyZgrq6OmRnZyMrKwunTp2y+n3JaDTi5MmTOHnyJL755hvExMQgLS0NaWlp8Pf3t0vdl9vHgiBg586dWLFihWka74W8vb1x9913Y+DAgbYos9frTa9lW/H29sbDDz+MPXv24JtvvukUtOzYsQMnTpy4ph3krqafBUHA4cOH8d1331md4unh4YGbb74Zw4cPd/pRr3wt2wf72T7Yz7bHPraPq+3nFzb9jPX5J7Gx4DSeHzsJjwwdDbHIuX/OdaU3v54vt+5uC4FCQ0PNjjumXkVGtqeNd911F9577z2Eh4cjJCQEL7/8MkaPHt1pIVGj0Yh3330Xr776KoD2N2VRUVH4+uuvMXDgQOTn5yMxMbG7ynZql9r+/c477+yzC90SXStvb2+MHz8e48ePR1NTEw4dOoSsrCwcP368y/m4+fn5yM/Px8qVKxEeHm4KhEJCQuxYfWd1dXX4/PPPcezYMYvXR40ahblz53L0D12SSCTCiBEjEB8fj88//7zTVOzq6mr861//wvXXX49Zs2bZ/OdMSUkJVqxYYXVkm0wmw8SJEzFlypReOXWTiIjImpXHD+PT7PbNfgyCES9uXY+y5ia8NuHq19il3s9uexvffffdaGxsxAsvvIDW1laMHj0aL774Yqd2q1evRmhoKNLS0kzn/va3v+Hpp5+GWq3G888/bzaljK6cIAjYvHkzVqxY0WkRMG7/TnTl3N3dMXr0aIwePRotLS3IycnBwYMHceTIEYvr6XTomDK2evVqBAUFIS0tDenp6QgPD7fbvz9BELBr1y58++23Fkf/eHl54a677mL4TlfMx8cHixcvxvbt2/Hdd9+ZrRUkCAI2bdqEI0eO4J577kF0dHS3f/3GxkasXr0aO3bssDpSb8iQIbj55pvh6+vb7V+fiIjIkXJrq/HYuh/MzqlkMtyd0nkmDjkXm4VAU6ZMMZtiJBKJsGjRIixatKjLx82aNQuzZs0yO5eRkWFxvRq6cm1tbfjiiy+wf//+Tte4/TvRtVMqlRg6dCiGDh0KrVaLI0eOICsrC4cPH7YYsnQoLy/H2rVrsXbtWvj6+ppGCMXExNhsakpdXR2+/PJLHDlyxOL1ESNGdMuuTuS8RCIRxo4di4SEBCxbtgy5ublm1ysqKvDPf/4TU6ZMwfTp0yGTya75a+p0Ovz222/45ZdfrP6bi4qKwrx58xAbG3vNX4+IiKinadHpcM+PX6NZpzU7/8akmUjwc86lPug8u40EIserqKjABx98YHX79wceeADu7u4OqIyob5LL5UhPT0d6ejr0ej1OnDiBrKwsZGdno7m52erjampqsHHjRmzcuBEeHh6mQCguLq5b5igLgmB1zRYA8PT0xF133YWkpKRr/lpEAODv748nnngCmzZtwqpVq8zWEBQEAWvXrkVOTg4WLlx41TuICYKArKwsrFy5EtXV1RbbeHl5Yfbs2RgyZIjTr/tDRER919ObfsbRqnKzc7cnpWN+YrqDKqKehCGQk8jKysKyZcss/lZ0ypQpuOmmm/iGmMiGpFIpEhMTkZiYiNtvvx25ubk4ePAgsrOzLa7L1aGxsRFbt27F1q1b4erqiuTkZKSnpyMhIeGqRk3U19fjyy+/RE5OjsXrw4cPx7x58+Dq6nrF9ybqilgsxqRJk5CYmIhly5ahsLDQ7HpJSQlee+01zJgxA5MnT76iwLOoqAgrVqywuiOGXC7HDTfcgBtuuAEuLi7X8jSIiIh6tBVHs/H54QNm5wb4BeD1iTc6qCLqaRgC9XEGgwGrVq3Cr7/+2umaQqHAPffcg9TUVPsXRuTEJBIJ4uPjER8fj1tvvRWFhYXIysrCwYMHrY5gANq32d69ezd2794NFxcXJCUlIT09HYMGDbrkgraCIGDv3r345ptvoNFoOl338PDAnXfeiZSUlGt+fkRdCQ4Oxl/+8hesX78eP//8s9lC6gaDAT/++CMOHTqEe+6555JrADY0NGDVqlXYvXu31XV/hg8fjlmzZsHb27tbnwcREVFPc6qmCo//+qPZOVeZHJ/eNB8qGTf8oXYMgfqwS23//tBDDyEgIMABlRFRB7FYjJiYGMTExGD27NkoKSlBVlYWsrKyLE7d7NDW1oYDBw7gwIEDkMlkGDhwINLS0pCcnNxpFE9DQwOWL1+OQ4cOWbzX0KFDcdttt3H0D9mNRCLBtGnTkJSUhGXLlqGkpMTsemFhIV599VXMmjUL119/faeRqlqtFhs3bsS6devMFpy+UGxsLObNm4eoqChbPQ0iIqIeQ6PT4p4fv4b6onWA3rzhJsT78jMfnccQqI/i9u9EvY9IJEJ4eDjCw8Mxc+ZMlJeXmwKhM2fOWH2cTqfDoUOHcOjQIYjFYgwYMABpaWlISkpCbm4u/ve//0GtVnd6nLu7O+68806OBiSHCQ8Px1NPPYU1a9Zg3bp1ZqN5dDodVqxYgezsbCxYsAA+Pj4QBAEHDhzAqlWrUFtba/Gevr6+mD17NgYPHsxdLomIyGk8ufFnHK+uMDt3V3IG5g1KdUxBPVxJ/RH4uUZCIXO+NXEZAvUx3P6dqO8ICgrC1KlTMXXqVNTU1JgCoby8PKtTX4xGI44dO4Zjx451ee8hQ4bgtttug5ubmy1KJ7psMpkMs2bNQkpKCj799FNUVJi/gT19+jReeeUVTJ48GXv37u10vYOLiwumTp2KCRMm8JccREQ21tjWijd3bcaBgjwk1JSgv68/Yrx90c/bD+GeXpCKr30jC7p8y49k4X85mWbnBvkH4R8TZjioop5LEARkl/yE3QVfIsw7GTMSn4ZY5FyvV4ZAfQi3fyfqu3x9fTFx4kRMnDgRDQ0NOHToEA4ePIiTJ092Cny74u7ujttvvx3p6dwdgnqW6OhoPPfcc1i1ahV+++03s6Czra0Nq1evtvg4kUiEkSNH4qabboKnp6e9yiUiclr1rS2Y8+2nyCo/CwDYXV1mdl0mliDKyxux3n6I9fFDrLcvYr39MDoimr+ItoET1ZX40wbzdYDcZHL8d+ZtUF7FJiJ9mc7Qhs2n3sfpqp0AgOK6Q9hT8DVGxtzp4MrsiyFQH9HV9u8DBgzA/fffz+3fifoIT09PjB07FmPHjoVarcbhw4eRlZWFo0ePmm29fbHBgwdj/vz5/F5APZZcLse8efOQmpqKzz77rMuF0gEgLi4Oc+fORUREhJ0qJCJybhcHQJbojAacrq3G6dpqIK/9nL/KFScfecZi+9qW9g0rfJSqbq/XGWwqOAWNTmd27q3Js9Df199BFfVcWr0aZxuOmp3LKvkRUT7pCHSPd1BV9scQqA84ePAgPvvsM27/TuSEXF1dMWLECIwYMQKtra04cuQIsrKykJOTY1ow183NDbfffjsGDx7s4GqJLk9cXByef/55rFy5Etu2bet03c/PD7fccgtSU1P5W2UiIju5nADImlgfP6vXlmbuxuu7foO3Qmk2cqjj/2O8feEmd7mW0vu0PwwZjSgvH/zhl5VobGvFwpQhmDOQu71a4urigykJT2DV4RdhFAwARBgWdSuCPROuaGR9b8cQqBfj9u9EdCGFQoGMjAxkZGRAp9Ph+PHjOHbsGKZPn87RP9TrKBQK3HHHHUhNTcWXX36J2tpayGQyzJgxAxMmTICMQ9yJiOxqfd6JTgGQr4sC18fEI6++Bnm11Who6/xLaQCI9bYeAuXVtY/6rGttwYHSYhwoLe7UJtjNHTHe5wIin/N/Rnn6wEXKj7TT+w9E4oIgvL5rM/4+Ybqjy+nRgj0HYEzsfdhd8CUmDXgUUb7O90tS/ovppRobG/HRRx/h1KlTna6FhYXhwQcf5PbvRE5MJpNh0KBB0Ol0UKk4vJp6r0GDBuFvf/sbzp49i7KyMgwePBgSiXMt4EhE1BPcOigNlepm/HXLOgBAkJs7XksagRkjR0MikUAQBNS2aJBbV4282hrk11Ujt649HBroH2j1vvl1NZf82mXNTShrbsLO4gKz8+nBYdh41++v7Yn1EZFePvjPtDmOLqNXSAyZhGi/DLjKvR1dikMwBOqF8vLy8Mknn1jc/n348OG44447uDMKERH1GWKxGCEhIaisrHR0KURETm3R0DEAgA8O7MQP8+5F05nzo3ZEIhF8Va7wVbliWGjkZd+zqKHuquuJ9fa1eu3x9auwq6QQ/bz9EHNu5FDH/we5uXM6cR/W1FqFquZ8xPgNs9rGWQMggCFQryIIAo4cOYI9e/ZY3P791ltvxdixY/kNjYiIiIiIbGLR0DG4OzkDbjI5ss90nrp1pY7/4SkUN9RbHEFU0tgAAYLVx8Z0EQIdq67AqZoqnKqp6nTNVSY/t96QH2J9fNHPx699HSJvX3j34AWqBUFAWXMjQty5G6Y1Z+uPYt3xN6HVt+DmlJcQ5BHn6JJ6HIZAvYROp8OyZctw4MCBTte8vb3x4IMPIjo62gGVERERERGRM/FUKGEwGLrlXlKxBNHevoj29sWkGPNrrXodCuprkVdbjbxzwVBeXQ3y6qpRqW5Gvy7WGupqmplap8XhyjIcrizrdM1HqcKClCF4fuwNV/2cbOWLwwfw7G+/4M0bbsK8QamOLqfHOXx2LXbkLYOA9gETa48twby0f8LVxXlH/VjCEKiXWL16tcUAiNu/ExERERFRd6lvbcG9q5fjr2NvQEpQqENrUUhlSPALRIJf5zWFGttaIbWyA3J9awuqNeqr+podW9Zb89xvv0Ct0yLG2xf9zu1iFuXlDbnEth+tj1aV46lNP6NVr8dDa1ZgZ3EB/jFhBpTcKMGksbXSFAABgEZbh10FX2DSgEcdWFXPwxCol8jPz+90burUqZg5cya3fyciIiIiomtW39qCm7/5Lw5VlCK7/Cx+mHePw4MgazxcFFavqWQyrL3jd8irbR811DGKKL+uBi163SXv3dVuZj+cyEFZc6PZObFIhAhP7wu2t2//s5+PH0LdPSG5xs9rGr0Oj//0DVr1etO5Lw4fwIz+AzEpNv6a7t2XjIy5EzXqMyipzwEARPqkY2y/+xxcVc/DEKiXSE5ORm5uLgBAqVTinnvuQUpKioOrIiIiIiKivuDCAMh0/O2nWHXrvUgODHFwdVdGLpFiWGhkpwWqjYIRpU2NyD8XCuXWta9BlFdbg8KGWujPrbsa62N5rSG1VtspAGq/r4DC+loU1tdiU8Hpi2qRINrLF/18fHFnUgYm9xtwRc9FEAS8fSILeRdNb/td+ggGQBcRiySYnPAYVmQ9hbiAMRgaOQ8iEQdMXIwhUC9xww03IDg4GNnZ2bjxxhvh7c15jUREREREdO3qWjSY/e2npgCog1Iqg5vcxUFVdT+xSIwwDy+EeXhhbGSs2TWdwYDixnrk1VZjkH+QxccX1F96O/uLaQ0GnKypxMmaSkyItr5I8Xv7diDA1a19mpmPH7wUSgDA54cPYHNFiVnb9KBQvHTdlCuuxRkoZO64dfASyCVKR5fSYzEE6iVEIhEGDRoEnU4HDw8PR5dDRERERER9gLUAKNjNAz/Nv7/LHbj6EplEghhv3y6fr49ShRfG3oDcumrTaKKqK1h7yNo0M61Bjxe3roNROL8Tmq9ShVgfPxwqN/978XRR4JOZt8FF6pwf5fVGLQ4W/4i0sBshk1ieEsgAqGvO+cohIiIiIiJycgyArkyIuyf+OHyc2bnGtlazXcs61iHKra1Gk7bNrG2MlWlmhfV1ZgEQANS0aFBztqhT2/emzUGkl881PpPeqbmtBmuPLUFlUy7qNWcxacBiiEQiR5fV6zAEIiIiIiIicjLWAqAQd0+svu0+BkCXycNFgbTgMKQFh5mdFwQB1Rq1aWHqgroaBLtZ3tE5r7b6sr7W7zNGYXr/gddcc29U0Xgaa47+Ey26BgDA6aqd8HeLQVr4TAdX1vswBCIiIiIiInIidS0a3PzNf3G4sszsPAOg7iMSieDv6gZ/VzcMD4vqsq2b3AWTYuKQX1eDwvo6GARjpzZDQsLx13E32Kjans9F6gqDUWt27kDRd0gIGg+FzHK4RpYxBCIiIiIiInISDIB6njGRMRgTGQOgfYHqMw11yK+rRm5tDQrrayA0NuOF6TdDLnHej+9eqhBMGrAYa47+E4AAD0Ugpg36MwOgq+C8ryIiIiIiIiInwgCo55NJJOjn44d+Pn64IRYwGAzIzs6GSiZ3dGkOF+U7GMOibkVpw3HcMGAxA6CrxBCIiIiIiIioj2tobbEaAP10232IZgBEvcDg8NlIDzdCLJI4upReS+zoAoiIiIiIiMi2VDJ5p6CHARD1NMfKNiG/ep/V6yKRiAHQNeJIICIiIiIioj5OJpFg6Yx5EACsPnmEARD1KAajDtvzPsXRsg2QSRS4Rfl3+LiGO7qsPokhEBERERERkROQSST4aMY8BLq64aHBIxkAUY+gM7Tip5xXUdZ40nT8y7E3MDftNbhIXR1cXd/D6WBEREREREROQiaR4J8Tb2QARD2GVOwCD0WQ2bmGlrIup4XR1WMIRERERERE1IfUtmhQo1E7ugyiyyISiXBd/wcQ4BYLAJCIZZg04FEkBI13cGV9E0MgIiIiIiKiPqL23Dbws775L4Mg6jWkEhdMGfgnBLj3w5zUvyEuYIyjS+qzGAIRERERERH1AR0BUE5lGY5WlTMIol7FXeGHW1L/Dn+3aEeX0qcxBCIiIiIiIurlLgyAOhytKscja1c6sCqi8yqb8rDhxL9hMOqtthGJRHasyDlxdzAiIiIiIqJezFIABACh7p54bcIMB1VFdN6Jiq3YcupDGAQdXKRuGNvvXkeX5LQ4EoiIiIiIiKiXqm3RYNY3n1gMgH6afz+ivHwcVBlRuwNFK7Hp5HswCDoAQE7pWhwv3+zgqpwXQyAiIiIiIqJeqCMAOlJZbnaeARD1JBHeqZCIZGbnTlfugCAIDqrIuTEEIiIiIiIi6mVqNGoGQNQrBLjH4rq4B03HSSFTMD3xaa7/4yBcE4iIiIiIiKgXqdGocfO3/2UARL3GgMBxqFUXwUsVioFB1zu6HKfGEIiIiIiIiKiXsBYAhXl4YfVt9zEAIocRBKHL0T0jY+6yYzVkDaeDERERERER9QIMgKinatU14ecjf8fZ+qOOLoUugSEQERERERFRL/Dkxp8ZAFGPU91ciG8PPomiumysO/4mGlurHF0SdYEhEBERERERUS/w2oTpiPcNMB0zACJHq24+g5XZz6GprT34adU1Yd2xN6A3tDm4MrKm20Ogs2fP4uGHH0ZGRgaGDRuGF154Ac3NzabrS5cuxZgxY5CWloZHH30UtbW1pmtFRUW45ZZbkJ6ejieeeAJardZ07cSJE5gyZQoMBkN3l0xERERERNTj+bu6YfVt9yHeN4ABEPUIvq7hCPNKNDun1tajsY2jgXqqbg2BBEHA7373OxgMBixfvhxLly5FVlYW/vrXvwIAli9fjk8++QSvvvoq/ve//6GiogKPPfaY6fFLlixBQkICVq5ciYKCAqxYscJ07e2338YjjzwCiUTSnSUTERERERH1Gh1B0E8MgKgHEInEmDhgEbyUwQCAII84zEv7J3xUYQ6ujKzp1t3Bqqqq0L9/fzzzzDMICGgfpjh37lx88MEHAICPP/4YDzzwAMaNGwegPfSZOHEijh07hoEDB+L06dN45plnEB0djVGjRuH06dMAgOzsbJw9exbTpk3rznKJiIiIiIh6HX9XN0eXQGTiInXF1EF/wdHSXzEy5i5IxDJHl0Rd6NaRQAEBAXj77bdNAVBBQQFWrVqFESNGoKqqCsXFxRgyZIipfXh4OIKDg5GZmQkACA0NRXZ2NnQ6HQ4dOoTQ0FAAwFtvvYVHH30UYjGXMCIiIiIior6tRqPG37ZvgN7IpTCo5zAK1l+PPqowjOl3LwOgXsBmqcqdd96JKVOmoL6+Hn/5y19QUVEBAAgMDDRr5+/vj/Ly9hXuH330UXz99ddISUlBa2sr5s+fjz179qCpqQmTJk2yValEREREREQ9Qo1GjZu++QRv7t6C36/5jkEQOZxRMGB3wVdYf+xfEASjo8uha9St08Eu9Oyzz0KtVmPJkiVYuHAhXnrpJQCAXC43ayeXy00LQCcnJ2Pbtm2or6+Hn58fgPa1gBYvXoycnBw899xzaGlpweLFizF9+vSrqstgMPTaxaU76u6t9fcW7Gf7YD/bHvvYPtjP9sF+tj32sX2wn+2jt/ZzjUaN2SuW4Vh1+y/QVx4/DEEQ8J+psyEV96y1UXtrH/c2ju7nNn0zNp56D8V12QCAfYXfISNijkNqsSVH93N3uNzaRYIgCLYspLKyEuPGjcPjjz+OJUuWYOvWrQgKCjJdnzt3LkaOHGm2QHSHLVu24IMPPsDy5csxffp0PPLII0hKSsLs2bPx888/m6adXQ6NRoPjx493y3MiIiIiIiLqTg3aNvw5azsKmhvNzgcqVHgnYxx8XZQOqoyclSAIONr6BZqNpWbn41zmwEfa30FV0aUkJCRApVJZvd6tI4EqKytx4MABswWcAwIC4OXlhY6sqbKy0iwEqqqqshjmCIKAd955B08++SQaGhqQm5uL8ePHQ6FQIDIyEjk5OZgwYcIV1xgXF9dlh/RkBoMBOTk5SEpK4i5pNsR+tg/2s+2xj+2D/Wwf7GfbYx/bB/vZPnpbP9do1Fi8YlmnACjcwwur5t2DCE9vB1VmXW/r497K0f3sXy/FmqN/h4D2z/NikQRBYT4YGJRq91psydH93B00Gg1OnTp1yXbdGgKVlpbiscceQ//+/dG/f3syWFxcjNraWqSnpyM8PByZmZlITk42XSsrK0NGRkane61fvx4eHh4YPnw4Ghvbvxkaje3zD/V6Pa52AJNEIum1f6kd+sJz6A3Yz/bBfrY99rF9sJ/tg/1se+xj+2A/20dv6OdqjRqzvzs/BaxDuIcXfpp/f48MgC7UG/q4L3BUP0f6pmJkzF3Ymf85lDJPTEl4HCFeA+1eh7305tfz5dbdrSFQcnIy0tPT8cwzz+DFF1+ETqfDyy+/jOHDhyMjIwN33XUX3nvvPYSHhyMkJAQvv/wyRo8ejfj4eLP7GI1GvPvuu3j11VcBAB4eHoiKisLXX3+NgQMHIj8/H4mJid1ZOhERERERkV1Va9SY9c0nOFbVOwMgcg4poTOgM7RhQOB1cFf4ObocukbdGgKJxWK89957+Pvf/457770XBoMBEydOxNNPPw0AuPvuu9HY2IgXXngBra2tGD16NF588cVO91m9ejVCQ0ORlpZmOve3v/0NTz/9NNRqNZ5//nmzKWVERERERES9CQMg6kn0hjZIJS4Wr4lEIgyJvMXOFZGtdPvuYL6+vnjzzTctXhOJRFi0aBEWLVrU5T1mzZqFWbNmmZ3LyMjAhg0buqtMInKgkrocnKnNQqtBBSDV0eUQERER2RUDIOpJCmr2Y/OpD3Fj0rPwd4t2dDlkYzbbIp6I6GJtejW25X6CU5XbAQBxLjc7uCIiIiIi+2IARD2FIBhxoGgl9p35FgCw9ugbmJv+DyhlHg6ujGxJ7OgCiMg5lNTlYHnmE6YAqJ/fSPhI4y/xKCIiIqK+w1oAFOHpzQCI7O5o2SZTAAQATW1VWH/8LRgFgwOrIltjCEREdnG4dC2a22oAAEqZJ0bFLHRsQURERER2VtrUgJLGBrNzEZ7eWH3bfQyAyO4Sgq5DsIf5L2Vd5d4Mgfo4hkBEZBfX9X/QNLRUEIzYcPIdqA3lFtvWqIsgCEZ7lkdERERkc8mBIfh+3j3wcFEAYABEjiURyzB54BNwlXtDBBFGxSzAxPhFkIrlji6NbIghEBHZhUruifFxDwEAfN0icX3/38NV0nmXv4aWcnyX9Qx+PPwyGlsqOl0nIiIi6s3Sg8Pw/bx7kBQQzACIHM5V7o2pA/+MG5OeQ2rYDIhEIkeXRDbGhaGJyG6ifYdgZtJzCPNKgtEoACgxuy4IRvx26v+gN7bhbMNRfJ35BEbF3IXEkMmOKZiIiIjIBtKDw7B5wcMQi/g7ebI9rb4FErEUErHM4vVAj/52rogcid91iKhbCIKAY2WbsO7YvyAIgtV24d4pEFl5w5NTuh6lDcdNx3pjG2rURd1eKxEREZGttep1XV5nAET2UN9Shu+yn8HW3I+7fI9OzoPfeYjommm09fjl6D+x+fQHyKvejaNlv17VfbxVYXBz8TMdu7v4Y0TMnd1VJhEREZFdVKmbMeHz9/Fh5i5Hl0JO7ExtFr7Lehp1mhIcL//tqt+jU9/CEIiIrokgCPgp528orM00nduZ/wXqNaVXfK9w7yTMH/wmBgZNBCDC9XG/h1yi7MZqiYiIiGyrSt2Mm775BMerK/D0pjUMgsghWnVNWH/8LbTp1aZz2/M+NRt1T86JIRARXRORSIQR0XeYndMb21BQc+Cq7ieXqjA+7kHcnvEWwryTrLbTaBu4gxgRERH1KB0B0InqStO5pzetwZeHr+59EdHVUsjccX3c783OeatC4Sr3cVBF1FMwBCKiaxbhk4qkc4s3K2WemD7oKaSFz7yme3qrQq1eMxj1+OnI37Dq8EtoaLG8zTwRERGRPVkKgAAg0tMb4yJjHVQVObN+/iOQHj4LABDrNwJzUv8GT2WgY4sih+PuYETULUZE3wVAjCERc6CUe9r0ax0sXoXq5gIAwPLMP2FE9B1ICplsdcFpIiIiIluqUjdj5vJPcLKmcwC0+rb7EM5t4MlBhkXdBj/XKPTzH8nt3wkARwIR0WWqURfhVOUOq9dlEheM7XevzQOg6uYzOFD0nelYb2zD0bINMAoGm35dIiIiIksYAJEjCYKAxpYKq9fFIgn6B4xiAEQmHAlERF0SBCMOnV2D3QVfQQQRfF0j4esa7rB69MZWuMp90NRWBQAQQYwJ8X+ARCxzWE1ERETknLoKgH6afz/CPLwcUxg5BZ2hDZtPvY+iumzckvYavJTBji6JegGOBCIiq4yCAT/mvIKd+Z/DKOhhEHTYeOLfMBh1DqspyCMetw1+E4nBNwAA0sJvQoA759kTERGRfVUyACIHamytxPfZz+F01U606dVYe/QNaA0tji6LegGGQERklVgkgZ9rlNm5anUhckrXOaagc+RSJcb1fwA3p7yMoZFzrbYzGHXcQYyIiIi6XaW6GTcxACIHyiz6HtXqQtNxraYYv51833EFUa/BEIiIujQ8ej58VB3Tv0RIDbsRied2AnO0EM+ELqeB7Sn8Gj8c+ivqW8rsWBURERH1ZQyAqCcYFbvggvfogFyixIDAcQ6siHoLhkBE1CWpWI6JAxbBUxmMWcl/xaiYuyEVyx1d1iWVNZxEdsnPKGs8gW8y/4RDJWs4KoiIiIiuidagx83f/LdTABTl5cMAiOxKLlFi2qC/wEXqCm9lKG5Jew1RvoMdXRb1AlwYmoigM7RCo22ApzLQ4nV/t2jcnvEWxCKJnSu7OnpDG3479R8AQvuxUYvdBf9DpG86F8wjIqIeoam1Chp9HWQSBWQSBRRSNyhk7o4uiy5BLpHi9xkjsXjdKgjn3mdEeflg9W33OVUApNVrUFiThSp9LnKrNJBIpIjySYdU4tKprSAIqGrOh0gkhlgkgVgkgYciwOpobr2hDaJz7bijVdc8lUGYmfQ8vJTBkEtVji6HegmGQEROrrzxNDaefBcSkRRz0/9hdZRPbwmAAKCprbrTlvFDo25lAERERDan1begruUs6jRn4e8WBV/XSIvtTlftwL6ib0zHkT7pmJH4tMW2+dX7cbziN8jECsilSvi5Rlqdmt2qa0KrrgkyifJcwOQCkYiD/7vTnckZAIDF61Yh0su7RwdAWn0LqtWF0BpaoNO3wCgYEB841mLbek0pNpx8FzpDC3SGVhgFA+4Z/pHFtmptHTacfBsAkHeq/dzCYUsthkBGQY8VWU+ZnbtjyL+tvi9buvNuCGgfvS2CCPPS34Cfm+V/R8sz/wSDUWsKjSbGPwI/tyiLbTedfA9afcu5tmIMjpgNX9cIi22zSn6CVq8+F0RJ0M9/hNV6C2sPQmdoPRdwieHvFgM3F1+LbetbymAw6iE+F4gpZZ6QS5UW27aPYBehqrmgy9Hs3CCFrhRDICInZTDqcaBoJTKLvjf9oN1T8DVGxy5wcGXXzlsVilsHL8Gegq+QU7oOAe79kBo2w9FlERFRH7f++FvIrdplOh4aeavVEEhnbDU7lkssfxAEgDpNCQprDpiOI33SrIZAp6t2YVvux6bjYI8EzE592WLb0objOFmx9VxYpISnIhADgq6z2FZv1MJg1EEmUfSqXwzZyp3JGVDK5BgWGtEtAZDe0Ibmtpr2sMbQCgECwrwSLbatURdhT8FX0BlaoTO0QiKWYnbqqxbb1mlK8MOhF0zHUrHcaggkQEBlU67ZOYNRD4m480dGS69XsZWw8eJfzLW3tfwaEgTB9L60o6auQsyGlnLojW0X1Gt9B9sztdlo0TWYjgcGT7TaNufsWjS1VZmO/VwjrYZAu/O/RK2m2HR8w4A/on/AKIttN5z4t1kfj4/7PQYGXW+x7Y+HX8bZhqMAgBDZcKQh3Wq9RFeCIRCR0xJQWJtp9oP20NmfEeWTjjDvJAfW1T3kEiXG9rsPsX7DoZR7dvmGVRAEDjcmIiKLmttqUK0+gzrNWdRpShDmlYi4gDEW2yplHmbHdZoSq/fVGcxDIJlEcQVtrQdGV3LfWnUxjpVvMh0He8RbDYHyq/diw4l/A2gPEgLc++HmlJcstq1RF+N05Q7IpUrIJEqo5F6I9RtmsW1v+xlsFAzQGVqh1bdgfKQPBKEJgJfFttXN7TuqdgQ7LlJXTBrwqMW2pQ0n8NOR80GOSu6Ne4YvtdhWZ2hFYW2m6Vgq7jz6psPFf/96oxZGwWDxfZGl10p7yORmoW3n16DIynutKwqB0HnEi7VwydK9u3q/ZxT0l9324pE3XQVRV1KDcEX1nq+hVLcHudW7ER842mp7osvFEIjISUnEMkyMX4QVB5+EQWj/rUmge3+4KfwcXFn3CvUa1OX1M7VZOFC0EtfH/R7eqlA7VUVERD1JV0HE/jPf4Vj5xgvaGqyGQN6qMLPjOs1Zq19TLJLAReoKrb4FAoyXCHZazI67GjXUqa3UegikvahtV4GRVn8+XGoPEvRW29aozyCz+HvTsY8q3GoIdKYuC+uOLoFMqoBMrICXKgQzk56z2LaptRoFNfshkygglyjhInOzOlqmg8Goh86ogVEwQiX3tNimurkQuVW7oTO0QGtohUruhRHRt6NS3YyC+hoMCz0/miu/eh/WH/+X6dhbGYrbh7xt8b4abb1ZyOYq97Za58V/Txf/PV7o4teK3tjWRbDT+bXSEUh1bmspBGqBQmYpBHKBlzIE2jY9FAoFBBggFlsb3WOERCyDIBhNgYnIyv5EVxIYtd/bvL21IKr93hcFO13skWTElYQ1tqlBuKiGLac/QKBHLJc3oGvGEIjIifm6hmNE9B3YVfAFMiJuweCIm51qiHebXo3Npz6AWluLbw7+GcOi5iMldJpT9QERkTMqaziJwtr9qNW0r90T5pWI6/r/zmJbn4uCndough1vZQiA9nVMPBSB8FKFWG07MvpujOl3DwRBgMGoPbfEsGVRvhlQyj1Na7UEecRbbdtpJJC4qxFGF4dAlx8udddoJJ2+BQZBB4NOh1Y0WVxTpkOtphjb8/5rOnaT+2LB8A8stj1ZuQ171R9iz+72D9KB7v1xS9rfLbat05w1C628VaGIDZiJmcs/RkljPb6ZswCjIqItPpeLg7QLdW7baqVl57Y6QysEwWhxBIql/tQb2iwuDCyXKuEidTUtQC6TKGE0Wg7wZBIFxvd/qL2dVAm5WAGlleBMJBLjtvR/ITs7G6mpqZBIrL93Usjc8dDor0zHHWvdWCIRSXHnkPcgCAYYBQOMgtHq+joAMHXQn2E8Fy4JggHuXfwyMyNiDgxGHYyC/tx9fay2jfYdgjZ9s+neSpnlfgAAL2XwuZCrvV55F693XPQv/XJHOYkgRkroDHgqLG/iQnQlGAIROQFrvx0CgOTQqQj3ToaPa7idq3K8nfmfQ62tBdA+h3xX/ufwcPFHrP9wB1dGRERXSxAEtOgaoDW0WP2NeVnjCRws/tF0rLpoGteFLh4lWqc5a3XkUKBHf9w2eAk8lcFWN1q4mEgk6jL4AIBw72SEeydf1v1Gxy7EiOg72qcsGVogEVnegQloD0aSQqaeC5daEOgRZ7XtlYwa6hwYXclUt+4ZuSQWScxGUlz8dbq6T6tOg5nLP8apmvY1YW5d+ZkpCOoc1lz+iJ32YMfya6ejrVgkgUyihFyihN6og8zCa0Mpc8ewqNtM7WQShdWdtlykrrh/5DKrNV5ILJJgYPCEy2p7LbqaWiUSia3uVmtJtO+Qy26bHn7TZbe1FgpbcmPSs5fd9rbBb5rWPerq/TkATB7wGHTGNuj1OhScLsWQiJFc5J26BUMgoj6sVdeMbbmfwEXqinH977fYRiQSO2UApNVrUFp/zOxcmFcSYqwMVyciop6tsCYTmcXfo05zFm16NUI9B2FWyosW2148uqdOU2r1vt6qULhIXeGtCoWXMhTeqlAYBb3FcEUmUVhdCNqeJGIZJGLZJbecj/IdjCjfwZd1z/TwmzAw6Hpozy1G3FUA46kMQj//EdDq29ta260J6BzOdDnVTX9RCNTFVLeLR2N0NWLn4q9Z39poCoAAQKPT4alNP2Prwj90et5GwWg12HGVeyEpZCrk50bgyCQKCDBChM4f/N1d/PDQ6K+shjkXkkkUyIiYc8l21DOJRCKIILnkyHOPc2GYwWBAiajeDpWRs2AIRNRHFdcdxqaT/zGNdInyHYxInzQHV9VzyKUq3Dr4Dewp/BqHz65tHwId9/tetTglEZEzMBh1qG8pQ53mLAxGndWdjQyCHuWNp0zHdS1dTNu6aHRPq74JLdoGi1Nf3Fz8cN+IT53+50PHdKLLEe075LJHaMQFjEaQZ/y5na5a4CLpvFZNB6XcAyGeA03T4jwUAV3U23kUjjWuLj7o5z8SeqMEa3NzUaZuM7se7eWDr+fcBbFIDB9VGO4e+n+mUMfSzlnn6/XE2H73Wr1+IZFIDAlHeRCRHTAEIuqDWnVN+OXo62ZbZv526v8wf/C/LvlbQWcikygwJvYexPoNh1pbBw+Fv6NLIiKyK0EQkFdXg53FBdhVVICSqkqMVNfguqj+yAgJh4vUsW8VC2oOYO3R1yGcW0fDzcXXagh0cbCj0dajTa+2uACuu8IfMb5D4aUKPje6J8zieioAnD78sTWl3NPqujMXu5Jwyc81GomKBUhMSIGLXNXlCCNPZRBSw+/HTd98glM17gDOv1eK9vLBj7fdZ9oGXiKWwZ3vF4ioF2MIRNQHKWTuGBVzF7bmfmw6ZzDqUKsuRojXQAdW1jOFeCZ0eV2jrcdvp/4Po2IWcAcxIuozvjh8AK9t34hydZPZ+d3VZXhzz1YopFIMC43EmIgYjImMQVpQKKRWdv+5ElpDCyqb8kxbrmv1GkwcsMhiW3cXP1MABLRv1641tFj8QO+pCIJYJDEtpioRy9DUWgUXt84hkFgkwdRBf77m50I9l1yqhJskGF6qkC4XLQaAiuamcwFQldn5iwMgIqK+gCEQUR81KPgGFNQcQFFdNsK8kjAh/g9d7q5AlgmCgK2nP8KZ2iyU1B3B0KhbkRo2gzuIEVGv0NXW5yqprFMAdKFWvR5bz+Rh65k8YDvgJnfByLAojImMwdiIGAwKCLK6s421XY2A9oWVfzz8kulYBBGui3vQ4kLK7Qs7i3Dhjjr1mlIEuMd2aisRSzGu3wNQuXjDRxkKN4Ufv1fTJVU0N2Hm8k9wupYBEBE5B4ZARH2USCTC9XEPI79mHxKDJ3E3gauUW7UL+TX7AAAGQYfdBV9Cq9dgePR8B1dGRNSZIAg4UVOJnUUF2FlcgH1nz2D3fX+Eh0vntVxGhkdf0b2btW34Nf8kfs0/CQBYf+eDGBISAaB9GvLh0nWo05SgTnMWja2VuG/Efy2ul+KtNB9RKUBAvaYMfm6dF1SWSlzgoQhAY2sFXOU+8FaFmo0Mupg9djaivqOrAGj1/PsR6n5509SIiHoThkBEvZQgCDhWvgkquReifTMstnF18UZSyGQ7V9Z3CIKAw6Vrzc4pZO5IDp3moIqIiMwZBSNOVFdix7nQZ1dxAWpaNGZt9p49g0kx8Z0eG+zugVhvX+TV1SDI1R0jwqIg0rQgt02NnMpys7DFRWKAv1KLs80KCBDBTe6CtKALwxwR9p/51uz+ja0VFqfQyqVKuMl90aytMZ2r05RYDIEA4MbEZ6CSe1lds4foajAAIiJnxRCIqBdSa+uw5dSHKKzNhFLmgcDBb0Il93J0WX2OSCTCzKTnsbdwOQ6dXQNAwNh+90N1mQtYEhF1N6NgxNHKcuwsLsTO4nzsKi5EXav1ra8BYFdxocUQCAD+PWU2/F3dEOvtC6PRiOzsbKSmpqJR24YdxadwqvQTGI21UEm1AIB/ZUWhrk2OkWFRZusDKWRuUMo80aJrMJ27Z9V/EOGdgbGRsRgdEY0gNw/TNX/3GCha3eGtal+U2cc1wmr9XqqQy+obosvFAIiInBlDIKJepqm1Ct9mPYlWXfs6Di26Rmw+9QGmDXqSO5jYgEzigtGxCxDrNxz5NXvR33+ko0siIidjFIx4f/8O7CopxO6SItRbCH3ivJqhkhoglwiQiY04XuuG2rb2NXZ2FBWYtd1w4t+o1ZRAb2iD3tiGoH73QSTyM2vjrVRhRv8UfFLdjDa91nT+1oRIrC9sw5jImE41+KjCcLbhfAgEYx2+zMnElzmZ7TX6+mNsRAzGRMZiVMwj8FFyZA85xmeH9jMAIiKnxRCIqJdxc/FDsMcAFNTsN50rrM1EWeOJS+5yRVcv2DMewZ6Wf5MOtC+CujP/cwwMmgAf13A7VkZEjtYepmihM7RCb9TC3cUPUomLxbbZJT+jTd8MvVELvaENKWEzzi1+3NnyzD+hqbUSeqMWEAw4VRWK+tbOO10BwNTIKvgpdaZjsdgLoV5pGBURjVEXrf1TpylBdfP5YKhNp7Z4T5FIBG9VKMobT5rOzU2IwN9vmAmD0dipfYzfMPi4RuDtfTkobAAqNOZ9cKqmCqdqqvBx1l6IIEJSQBDGRMZibEQMhodFwd3Fcp8Rdbc/jbwOpU0N+PzwAQAMgIjIuTAEIuplRCIRxvd/EOWNp9Cia4BS5onr437PAMjBjpZtxKGza5BTuh5DI+chLXwmd6Uh6kEEwXjB6BctdMY2hHoOgsxCWCMIArac/hC6cyNl9EYtruv/O3goAize+5Pd90FvbDMd35L2GgLd+1lse7B4ldmUqUjfIcivN2BHUQEC3dxw66A00zWdoRVaw/lRPzKx9QWRIZIBOB8CvT5xCuIDx1lsKhWbP+cLa7/YhSGQCGK06ttHoUrEnTcbSA6dipLGeuTUlHVal+hiAgQcrizD4coy/Gf/DkhEYqQHh2FByhDcnpTe5WOJrpVYJMa/Jt8EANhelM8AiIicCkMgol5IKW8Pfo5XbMZ1/R6AkmvUOFRjayV2FXwBADAKeuwp/AqVzXmYOvBPDq6MqHfTG9rQrK21OlJGa2jBL0dfN01r0hnaMCf1VYtrpBkFI5ZnPmF27o6MdyyuNyMSiXCiYiuMgt50rlXXZDUEkorlZkGK3mA9VLl4G/R7fvwSh6raQ5khIRFmIdDFbWXi86Nvor18MDI8GqPPjfTZm7/EbMSOzqCFNRePUtIZrbcdGDQBkd5p8FaFwlMZBIlYZrUtAIR5eOHkI0/jeFUlthXlYUdRPnYUFaBJa71PAMAgGLG/tAiTY62PuCTqTh1BUF1LC3xVlkfYERH1RQyBiHqoGvUZuEjd4Obia/F6lO9gRPkOtnNVZElm0ffQGVrNzg0KmuSgaoh6tzrNWewq+BK16mI0tlbCRarCfSM+tdhWLJLgbP0Rs3MX/1vsIBFLIRZJYBQM59t2MQJGJnFBm/58CKTvIiiRSuTA+aZm99Ua9MgqP4tdxYXYUZSPJM9G+CvPtzUYtQDaQ5ms8hKotVq4yuXnajDf1n1sRCQeGT4RIyOiO41aOKUMgcGog1TsAplEDlcXL6v1poROR1zAGEjFcsgkCos7eHUI8oizes0asUiMQQFBGBQQhN9njILeaMDhijJsL8rHtjN52FNyBi16ncXHjo7ovNYQ0D4663c/f4vkwBCMjYhBYkCwxdFIRFdCLBIzACIip8MQiKiHMQoGHCpZgz2FXyPUaxBuTHyWCz73cGNi74FcqsKhkp8hQMDAoAmI8ElxdFlEPY7O0Ib6llLUt5RZXWRdIpKisOaA6bhNr4ZGWweFtPOIR4lIBkAEXLCVue4So3AunF6l72q0jNgFbVBf0Lar+5qPrDleWYKVJxuwo6gA+0uLoNGdDzwUkUpUaGTQGsXQGUSoaz0/skZvNGJfaRHGR7VPJRvb7772YEfiAqlYDle5t9Vt0q+Pf9hqfReL9Em7dKNuJBVLkB4chvTgMCweNhZtej0OlpVgW1Eetp/Jx/7SYuiMBrjJ5BdtO3/e6dpqrDx+GCuPHwYAeCmUGB0ejTGRMRgdEYMBvgH8WUmd1LS14PYfvsSbN9yEMA8vR5dDRNQjMAQi6kGa22qw4cS/UdpwDABQXHcIR8rWIylkioMro65IJS4YFXM3Yv2GYV/htxgZc5ejSyLqUdRttfj+0AtobK1ER2AT7pUEhcy9U1t3hT+kYhez6VW1mhKEeHQOgUQiUeepWF2M7pFKXGAUDOdCla4XIR4UPAl6YxukYhdIJS7wtDIlDQBuSn4BIpEYMrELvjt+FHesXmW17dozlqeUxfn6Y1R4NAJUbqZzAe6xXdbYW7lIpRgRHoUR4VF4ctQEqLVa7CstQmlTA2QSy2upbS/KMzuub23Bz6eP4efT7T8vA1zdMDo8BmMiYzA2IgZRXj4MhZxceXMT/nxwB4o1Tbhp+Sf48bb7GAQREYEhEFGPIhXL0dBSZnZuV/4XCPdKtrhuBfUsQR7xmJn8fJdtTlZshZ9bNHxdI+xUFZHt6AxtqNecRa2mGLWaEgwOnw25VNmpnVLuiea2Glw4YqdWU2JxQXuRSAxvVSiqmvNN55paqwAPyzWMjl0AEcSQSuSQil2srh8EAAuHLb3sYGBI5C0Wz7fqdcgsLUF6cBiUsvZRPBdO2x0dYXlB6IsN8AvAqPD29XxGhkcjwNXt0g/qo1zlctPoJ2u2ncnv8nqluhnfnziM70+0jxQK8/DCmIgYjI2MwZiIGIRw0V+ncrapAbNXfIpiTftC5gX1tQyCiIjOYQhE1IMoZO6YEP8HrM559dwZEZJCpsBd4e/Quqh71KiL8dupDwAAQyLnIj38Ju4gRr2WwajDx7sWmK2xE+M7FIEe/Tu1FYsk8FaFoEZdZDpXq7YcAgFAWvhNMBh18FGFwVsVCplEAYPBYLHtoODLX3/rakaGtOh0OFBajB3F+dhVXIgDpcVoM+jxw633Ylxk55E6EZ7eCPfwQnFjvdn5gf6BZqGPH9chuSK3J6bDT+WK7WfykVtXfcn2JY31+PrIQXx95CAUUikKHn0eLlK+7e3tjIIRlepmlDU1oqz53H9NjSg9d9zxZ7OFhchFEEHM0WFERN0fAlVXV+Of//wndu7cCYPBgKFDh+LZZ59FUFAQAGDp0qX44osv0NzcjDFjxuDFF1+Ej48PAKCoqAiPP/448vPzMX78eLz22muQn1sc8cSJE/jjH/+INWvWQGJlqDBRXxDunYKkkCkorMnEhPg/INRrkKNLom5gFAz47dR/TLsN7S38GgU1+zE75RVIxPxgQj1HVVM+ajTFqNMUo1ZdghHRd8DHNbxTO4lYBg9FAOovGL1YqymxGAIBgLcqzBQCWdtlq4O19YLsQaPTYn9pMXYUtYc+mWXF0FoIoHYWFVgMgQBgTGQMDleUtu/eFR6NEWFRXHz2Gk3uNwCT+w0A0D7KY0dRPradaV9o+mxTQ5ePHRYaaTUAKmmsh7vcBZ6KziPYyL40Oq0p3EkMCIaXhb+TksYGpH645IrvHevtix9vu48jwoiI0M0hkCAIWLRoEcRiMZYuXQqpVIrXX38dv/vd77By5UqsXLkSn3zyCV5//XX4+/vjpZdewmOPPYbPPvsMALBkyRIkJCTgjTfewBNPPIEVK1bgjjvuAAC8/fbbeOSRRxgAUZ+gM7RCKpZDJLK8s8mI6DsxLOo2uEj5oaGvOFa2EZVN5mtahHoOZABEPc4vx95Ac9v5kRb9A0ZZDIEAwEcVflEIVGz1voPDZyMtbKZpZE9P0axtw76zRdhVXIAdxQXIKjsLndHyqKML7SwusHrt31NuhtjK93e6dqHunrh1UBpuHZQGQRBQWF+LbUX52H4mH9uL8lClUZu1H2NlxzEAeHXbBnx3/BBSA0MwJjIWYyJiMCw00rRDG107o2BEjUZzwaidBpReMIqn48+GtvM7+317ywJMjOm8M12QW+d1xC4lhgEQEZGZbv30kZeXh4MHD2Lt2rWIiWn/gfvaa69h7NixOHbsGD7++GM88MADGDduHID20GfixIk4duwYBg4ciNOnT+OZZ55BdHQ0Ro0ahdOnTwMAsrOzcfbsWUybNq07yyVyiPLGU9h44l0MCrkBaWE3Wmwjk7igY8tg6hsGBI1HU1sVsopXQ4AAL2UIhkbOc3RZ5CTyqvagoim3fe0edTFGxS5ArN8wi219VOFmIVCt2nqw460KA2r2w0MRAB9VGHxUlsMiAPBzi7z6J2AjC3/8Gr+cPga90XhFjxOLRDAIRhgFo8WwhwGQ/YhEIkR7+yLa2xcLUoZAEAScqKk0BUI7igowJtL6tvPbi/JgFAQcLD+Lg+Vn8c7ebZCJJcgICTetKTQ4OJxTya5QXYsG87//AmVNjShvbrqsYPVCZc2NFs/LJVL4q1w7BX3WpHj54Yu5CxkAERFdoFt/ovn7++PDDz9EVFSU6VzH/PuSkhIUFxdjyJAhpmvh4eEIDg5GZmYmBg4ciNDQUGRnZ2P48OE4dOgQxowZAwB466238Oijj0Is5psq6r0MRj0OFH2HzKLvIUDAnoKvEOGdDF/XnvfBiLqfVCzHiOg7Ee07DJtPvY/xcQ9BKmHQR91Da2iBIBitjh7MKVuPs/VHTMe16mLrIZBrGIrqss631ZRY/bpp4TMxOGL2ueC6ZzIYjZBYef+gkEgvKwASi0RICQzBqPBojI6IxvCwKHi49JzRTHSeSCRCgl8gEvwC8bvBI2AwGmFtGZjc2mqUNTd1Oq8zGrC7pBC7Swrx+q7foJTKMCwsEmMj2ncfSwkMgVTct0emC4KAutaW9pE7zQ2mETulTeYjeN6ffgsmxcR3eryb3AX7zxZDuGAx+CtR2sUUv2A3D9S1tiDQ1R3B7h4IdvNAsLsHQtw8EOLuaTr2V6pw6ugxBLtbWVWeiMhJdWsI5Onpieuuu87s3KeffgqVSgV///aFbQMDA82u+/v7o7y8HADw6KOP4qGHHsL777+PxMREzJ8/H3v27EFTUxMmTbr8hR+JeqKq5nwcKPoeHbvjGAU9Npx4F3PTXoNELHNscWQ3QR79cdvgJVanAgJAVXMBRBD3yJET1HMcKf0VhbUHUKsuQVNbFUZE34H08FkW2/qows1DoC6mbfm6RsJDEQgf13D4qMIQ5NH5A16HnjhltbGtFXtKCrGjqAC7igvg7qLAD7fea7HtqIhofHssu9N5iUiMlKAQjD63kPOwsEiGPr2UtQAQAE7VVsFFIkWbQd/lPVr0OmwpzMWWwlwAgLvcBaPCo7F4+FgMC+3d36db9Tp8mr3PbFpWaXMjypsb0arvul8AoLTJ8ogdmUQCf1dXVKqbr7gmN7lLl+Hsj7fdBze5S5d/twCsLiZPROTsbDq2ddWqVfj000/x7LPPmkbxyC+aYy2Xy6HVagEAycnJ2LZtG+rr6+Hn5wegfS2gxYsXIycnB8899xxaWlqwePFiTJ8+/apqMhgMvfaHQkfdvbX+3sJW/ezvGouUkOk4VPqz6ZxULIemrREquVe3fq3egK9ny89bb9Riw/F30NBajvSw2UgLu+mq1w1iH9uHLfpZq29BXctZyCQK+KjCLLapairAmdrzI3Zqmout1uCtDDU7rlWXWG3b3280+vuNNjvXE15D1vq5obUFe86ewc7iQuwqKUROZRmMwvnRBy4SKdRtrVBIO4ftw0MiAABSsRipgSEYGR6NkWFRGBYaATe5+eimntAHtuZs3zOmxMTj9B+exoGyYmwvyseOogIcLD8Lg9D16LAmbRvW5Z3Ag+nDr6qvbNXPgiCgsa0VZc1N50bvNKH83No7dyQNRlpQaKfHiAQBz29ea/Zv5kqUNtZbfR5Bru5mIZBYJEKAq1v7SB03DwS5uZv+P7jj/909TP/2rN3XTSYHBOGS/edsr2dHYB/bB/vZPvpCP19u7SJBuMrv+pfw1Vdf4ZVXXsHdd9+Np59+Gjk5ObjllluwdetW005hADB37lyMHDkSjz32WKd7bNmyBR988AGWL1+O6dOn45FHHkFSUhJmz56Nn3/+GQEBXe8uciGNRoPjx493y3MjulpGQY8jLZ+hRahBmGw0QmTDuxwRQs6nSLsFpbo9pmOVOAADXOZCLr7yxTCp9ynT7UOZ7gC0Qvtv1wOkKYhxmWql7QGc0W40HbuKg5CkXGixbbOhDGd1O6EU+0Mp9oVK5A9XSaDFtj1do06LI/XVOFxXjUP1VchrarjkhJM308ci2duv03lBEJBVV4UEDx8oueYLAdDodcipr0F2XRWy6yqtvr5kYjFWjb0RcgsbllS2avBp3jGkevsj1dsfgUrVNdclCAKq21pQ3daK6rYW1LS1oqqtBTVtLahubT9f09aCVitr7/xxQBqmh0ZbvHbr9l9Qq221eO1SpoZE4fGEdIvX9lSXQWc0ws9FCX8XJbwvY/QOERFdu4SEBKhU1n/22OQdz7vvvov33nsPDz30kCnc6Qh+KisrzUKgqqoqi2GOIAh455138OSTT6KhoQG5ubkYP348FAoFIiMjkZOTgwkTJlxxbXFxcV12SE9mMBiQk5ODpKQk7pJmQ7bu5yh1IAyCDv5u1ncrcQZ8PXdW1VyAvYf2mp1zVbohI2UkxKIr7yP2sX1cTj+3j+wpQZ3mLFykKkT7DrV8s5JinDlzfnqFSNmC1ORUi0396iU4c/R8CKQVNSAlJcW0Fp+5VACWw6TeIKv8LFYczcam3BMoaL506HOxSoUEqampFq+lXXN1fQe/Z7QbecH/17ZosKuk0DRS6FRtFQBgeFgkhg4ebPHxXx05iI3lRdhYXgQAiPLywZjwaIyJiMGo8Gj4KpRm/dysbTNNx4r19kOoR+dFjPVGA0LffvmqR+xIvTyt/huIOLIHtRWlFq+JIIKfytVspM6FI3hivX0R4elt8bGpsPz17IWvZ9tjH9sH+9k++kI/azQanDp16pLtuj0E+uijj/Dee+/hqaeewj333GM67+/vj/DwcGRmZiI5ORkAUFxcjLKyMmRkZHS6z/r16+Hh4YHhw4ejsbH9DbHx3PxgvV6Pqx3AJJFIeu1faoe+8Bx6g6vp51ZdM7bn/RcpodMR4B5rsY2/R1Q3VNd38PV8nr97JNLDZ+Fg8Y8QYIRYJMGEAQ9DJr22rYrZx/ZhrZ8PlazBjvxlpuNQz0HoFzDC4j183cx316rTlEAsFlsMdgI8YjA4/GZ4q8Lh4xoGb2UIpJK+OZplZ0khPsree+mG58glEmQEh2PkuYWcM0LC+W/gCvB7xnn+bu64aUASbhqQBAAob27EzqICuLu4WO2jncWFZseF9bUorK/FFzmZAIB4X3+ojEBz1jaUNTehWdtmavvmpJm4J63zou0SiQSBrm4WF7K+HOXqJqv1ToiJQ6yP3/kFls8trhzi7oFAV3fIevlrga9n22Mf2wf72T56cz9fbt3dvkX822+/jVtvvRUzZsxAVVWV6ZqnpyfuuusuvPfeewgPD0dISAhefvlljB49GvHx5otOGo1GvPvuu3j11VcBAB4eHoiKisLXX3+NgQMHIj8/H4mJid1ZOtE1K647hE0n/w9qbS2qmvMxL+2f3P2JrohELMPw6NsR4zcMm07+B/0DRnH3uB5K3VaHM7UHodE1QN1Whzpto9XfersrzKchdbXblo/r+RBIBBFUck+06dVQyNw6tVXKPDA8+varewK9zH1pw/CffTtQ3WJ5W2gXiRRDQs6HPoODw6GUccF96n5Bbh6YMzDF6vWObee7crKmyuq1UitbowPtu2Jdbgjkq1Sd3znLzQOjwi1PBQOAZ8dw8xUiImfSrSHQ+vXrodfr8c033+Cbb74xu/bOO+/g7rvvRmNjI1544QW0trZi9OjRePHFFzvdZ/Xq1QgNDUVa2vlB2n/729/w9NNPQ61W4/nnnzebUkbkaIU1mVhz9B+m4zrNWewu/ApjYu/p4lFElgW4x2Je+j8BWNnXGIBWr0FjayX83KLsVldf19Rajdzq3WjRNqBF1wBAhAnxD1ts29Bajs2nPzAdy0XWtyD2vmhh5xZdA1p1TVDIOq/z5O7ih0kDFsNHFQYvVQik4msbBdbbGAUjxBbWSXOTu+DRoaPxwtb1AACFVIohIREYdW73rsEhYRYXfiayN73RiCdGjMe2onzsKMpHbYvmih5f1lUI5O4BWWW5Wbhz8RbpHdO1+O+BiIis6dYQ6OGHH8bDD1t+w9xh0aJFWLRoUZdtZs2ahVmzZpmdy8jIwIYNG661RCKbCPdOhr9bNKqaC0znTlZsw5CIWyx+0CO6FIm46zfwuwq+xPHy3zA4fDYGR9x8yfbOqqGlAicqNkNzLtgRicSYOvBPFts2t1VjV/7npmOp2MVqCKSSma/ZoRUaodVroJR0/vfuqQyCWCSFIBjhqQyCjyoMWkOrxe8NIpEYcQGjO53v645XV+D1nb/BX+WK1yfNtNhmQcoQ5BcXY/aQ4RgSGgkXLuRMPZBMIsG9acNwb9owGAUjjlVVYNuZfGwvysPO4kKzqV8X81IoIRNbH8r/wfR5UMqkFoNSIiKiy8V3UETdQCKWYWL8Inyb9SQMRh3CvZJxffzDDIDIJorrDuNoWXsovr9oBfJr9uGGAYvNphL1ZfWaUhwuXYsWXQNatI0QicS4KfkFi2012nocKFppOpaKrU/RVMrNgx29sQ06QxtkFqZ1XtwWAOpazkLpMqDTebFIgvmD34S7wp9h3UVO11Th9V2/4fvjORAgQCaW4NFhYxHm4dWprUomxx3RA5AaFtVr5+qTcxGLxEgMCEZiQDAeHjIKeqMB2eWl2FtSiDMlJRgcF48wD2/T6B2VrOuRf65y5xoZSEREtsEQiKib+LiGY3TMAhgFI5JCJnPrd7IJrb4Fm099YHauoaW8108bqlEX42DxD2jRNaJF2wCJWIZb0v5usW2rvgk5petMx1KxHIIgWFw8WSk3n6bVHuy0QiZRdG4r6zylq0XXCJnEv9N5uUSFQPf+UMjcoJB6oLlOZ/HxHbxUIVavOaP8uhos2bUZ3x7LNtvtSGc0YMmuzXh7ys0OrI7INqRiCTJCwpEWGIJsSTZSE1IYaBIRkd0xBCK6TIIg4FTlNsT4DbP4ARIAEkMm27kqcjYSsRTxgWORWfQDBLTvmDgy5k54KAMdUo9RMFjdvr66uRB7C5dDo2tAi7YBUrEctw9522JbnaEFpyq3m44lYpn1YEd28YgdLXTGVsglyk5tL562BQAt2gbIlJ3/DcslKkR4p8BF6g6l3ANKmSdkVsI1kUhkCqkMBgOys7PhoXDM30FvUtRQhyW7NuPrI1kwCEaLbX7JPY6/aadz1AMRERGRDTAEIroMam0dNp96H2dqszCo8SSu6/87R5dETkoilmFY1G2I8R2KTaf+A4XUHYnBN3Tb/QXBCK2hBS5SV4vXK5vysCPvs/apWLoGyCRKLBj2vsW2eqMOhbWZ52sXXX6wYzDqoDO0Qi7tHOxYGnHTqm2EXNm5rUyiRD//EVBI3aGUeUIp94RcqrJYr0gkwo1Jz1m8RtempLEe/9q9BV/mZEJvtBz+uMtd8PuMUfh9xkgGQEREREQ2whCI6BJK6nKw/vhbaNW3b8t6tGwDonwzEOWT7uDKyJn5u8dgbto/0KbXdDn1sNVYD61eA72urdNW5R3KG09hy+kPodE2oFXXCJXcGwuHf2ixrSAYUdZ43HSsN2itBjuqi8Iag9BFsCO3NBWrwWJbmUSJgUEToZC5QyXzhFLuARcLW6gD7cHO5ITHLV4j2ytrasRbe7bg88MHoDUYLLZxk8nxYMZIPJwxCt5KywEdEREREXUPhkBEl+Cm8IPeqDU7t/nU+7hzyLtWp4UR2YNELIPKwgLFHfKq9yC75QNk7/0ArnIfq8GOSCRGjbrIdNyia+xixI6lYKfF4ugaS4snWw12xAqkhd0EhcwdSpkHlHJPi49vr1eE8XEPWrxGPUOVuhlv7dmKT7P3oc2gt9hGJZPh/rThWDR0DHxVlkeeEREREVH3YghEdAleymCMilmArblLAQAquRfGx/2eARD1aC26RmzP/+8Fxw2XPRXLKOihNWgsTgmzFMxodA0WQyCZRIHhUbdDIXNrn4ol84Cr3NtivSKRCCNj7rzk86LeobpFjQ8zd0OA0OmaQirFPanDsHjYWAS4Wh7BRURERES2wRCI6DIMCp6Iwtr9kIjluK7/77rcBYioJ9iW+wladY2mY6NgsB7sWNkVy1JbmUSBsf3uN03FUsg84O5ieZoZAAyO4C5PzijBLxBzEpLx3fFDpnNyiQQLU4Zi8bCxCHbn91AiIiIiR2AIRE6vsaUCBbWZKKw5gJSwGQj3TOnUpn1dkScgFcstjqQg6kkEwQhvZSgkYhkMRp3pfIu2wUqw44KJ8Y9CKXNvn4Yl84BK7mX1/kncBY/OsTa6DAD+PHI8vj9xGBKRGHcmD8Zjw8chzMPLvgUSERERkRmGQOTUNp38P5yo2Gw69lAEWAyBgPYPykS9gUgkxtCoeUgJvRF7szYjaVAa3BTeXU5hjA8cY8cKqbdrbGvFh5m78POpY9hw10OQSzq/nejv6493ptyMMRExiPC0PA2QiIiIiOyLIRA5NR/XcLPjwtpMjIm5z0HVEHUvqVgOV0kgPBQBkEgkji6H+oBmbRs+PrgH7+7bjrrWFgDAVzkHsTB1qMX2dyQNtmd5RERERHQJ1vcVJurlmttqcKR0PTKLfrDaJtrH/AOKRluPquYCW5dGRNSraHRavLtvO9I+XIKXt/1qCoAAYMnuLWjTW94BjIiIiIh6Fo4Eoj6nqrkAv516H9XnwhyZRIHUsBmQiGWd2nqpQuClDEarvhlRPumI8smAtyoUpThh77KJiHqcVr0Oy7L34+29W1GpbrbYprSpAduK8jApJt7O1RERERHRlWIIRH2Oq9wH1c2FpmOdoRVn648iwifVYvuZSc/D1cUHYlH7dBmDwWCHKomIeq42vR5fHD6At/ZsQVlzk9V2M/oPxJOjJmBQQJAdqyMiIiKiq8UQiHoddVsdCmsz0c9/hMWdjlRyTwS690NF02nTucLaA1ZDIHeFv61KJSLqVbQGPb7KOYg3d2/B2aYGq+2mxA7Ak6OuR0pQqB2rIyIiIqJrxRCIeo2s4tXIrd6FyqY8AO3TvOICRltsG+07BBVNp+EidUWEdxoifNLtWSoRUa9iMBqx/GgW3ti1GUUNdVbbTYjuj6dGT8Dg4HCrbYiIiIio52IIRL3G2YYjpgAIAAprDlgNgeIDxyLIIw7BngNM07yIiMi69/btsBoAjYuMxVOjJ2BYaKSdqyIiIiKi7sTdwajHaNE2oE5z1ur1KJ8Ms+OiumwYjJZ3pHFz8UWo1yAGQEREl0EiFuPJUdd3Oj8yLAo/3XY/frj1XgZARERERH0ARwKRQzW2VuF05Q4U1maivPEUIryTcWPScxbbRvkOxtbcjwAAMokSYV7J0OrVUMo97VkyEVGvJQgCRCKRxWsz4wdhoH8gjlVVYGhoBJ4ZPRFjImKsticiIiKi3ochEDlUZVMu9hR+ZTouqT8Krb4FcqmyU1s3F1+MiL4D/m4xCPFMsLjlOxERdSYIAtbmHsc/dm7CW5NnWVzTRywS4x8TZqDNYMD1Uf0Y/hARERH1QQyByOa0eg3kUpXFaxHeKRCLJDAK7duyGwU9iusOIdZ/uMX26eGzbFUmEVGfIwgCNuafwms7NiK7ohQA8I8dm7Bi7kKL7UdHxNixOiIiIiKyN4ZAZBP1mlIU1GaisGY/yhtP4e6h78PVxbtTO7lUhRDPgSipzwEASMUuUGut70xDRESXJggCNhfm4rUdm5BZVmx2bVPBaew9e4Zr/BARERE5IYZA1O0MRj1WZD0FraHFdK6wNhODgidabD8gcBy8lMGI8s1AqNcgSMVye5VKRNTnbDuTh9d2bMLes2estvkq5yBDICIiIiInxBCIup1ELEWETypyq3abzhXWHLAaAsUHjkN84Dh7lUdE1CftLi7Eazs2YkdxgdU2/bz98OSo6zFrQJIdKyMiIiKinoIhEF2RxpaKc9O8DiDSJx2pYTMstovyyTALgcobT8Fg1EMi5kuOiKg77TtbhNd2bMTWM3lW20R7+eAvo67HnIRkSMUSO1ZHRERERD0JP5HTZdt3ZgX2n/nWdGwwaq2GQJE+aXBz8UWEdyqifDMQ5pXEAIiIqBtllZXgtZ2bsDH/lNU2EZ7e+NOI63DroDTIJAx/iIiIiJwdP5XTZQtwjzU7Lm88hRZdI5Qyj05tFTJ33D30fW4xTERkIz+ePGI1AAp198QTI67D7UnpkEv4o56IiIiI2okdXQD1DE2t1cgpXY/Npz6w2ibMKxFSsYvpWICAM7VZVtszACIisp1FQ8fATWa+kH6Qqzten3gjDjzwOBamDmUARERERERm+O7Qyanb6vDzkb+jWl1oOpcWfhO8lMGd2krFcoR7J6O88SQifdIR5ZuBcK9kO1ZLROR8BEGwGKr7qlzxYMZIvLl7C/xVrvjj8HFYmDIUSpnMAVUSERERUW/AEMjJqeSeUGvrzM4V1mRaXetnfNxDcJG6Qizi2hJERLaUW1uNN3b9higvHzw92vLuig9njIKnixL3pA6Fq1xusQ0RERERUQdOB+vj1G21OFq2AbWaEovXRSIxonzSzc4V1hywej+lzIMBEBGRDRXW1+IPv6zE8E/exopjh/D+/p2o0agttvVWqvDI0NEMgIiIiIjosnAkUB91tGwDjpVtQmVz+5bBGRFzMCzqNotto3wzcLxiM1ykroj0SUeM71B7lkpERACKG+qwZPcWfH3kIPRGo+l8s06L9/bvwF/HTXZgdURERETUFzAE6qPqW8pMARAAFNQcsBoChXsn4+bklxDkGc9RPkREdna2qQFv7d6CLw5nQmc0WGyz/MhBPDVqAlyk/LFNRERERFeP7yZ7KY22AY2tFQjyiLN4PdonA9klP5mOa9Rn0NRaBXeFf6e2MokCIV4DbVYrERF1Vt7ciLf3bMOyQ/ugNVgOf1QyGX6XPgKPDB3DAIiIiIiIrhnfUfYiam0dzmp3o+DwSlQ05cLNxQd3D33f4q4xQZ7xcJG6ok2vhlyiRIRPGgxGnQOqJiKiC1Wpm/HO3m34b/ZetOr1FtsopFLclzYcjw4dA39XNztXSERERER9FUOgXqRN14xi3VbgXJbT3FaDGvUZ+LlFdWorFkkwJvYeqOQ+CPEcAImYWwYTETlSjUaNd/dtx8dZe6DRWQ7lXSRSLEwdisXDxiDIzcPOFRIRERFRX8cQqBfxVoXBReSJNqHBdK6wJtNiCAQA8YHj7FQZERFdSm5dNf69b7vFazKxBHenZOCx4eMQ4u5p58qIiIiIyFkwBOpFRCIRvCX9UK7PBABIxS7QGdscXBXRlWvV63C6ugpnNc2IbWuFp1JlcVojUV8yLDQSE6L7Y1PBadM5qViMO5IG44kR1yHMw8txxRERERGRU2AI1Mv4ShPg6+eLGL8hCPUaxGle1GtUqZvxa/5JrMs9js2Fueenw+z+FS4SKfxUrvBXucLP1Q3+KlcEurrjBW6JTb2QIAhWQ82nR0/EpoLTkIjEuDUxFX8aMR5RXj52rpCIiIiInBVDoF7GXRKG1NgZkEi4lTv1fCdrKrH29HGszT2BA6XFECBYbNdm0ONsUwPONp2f6uivcrUaAn195CDe3LUF/ucCIz+VK/xUbvB3Pfen6vyf3kolxCKxTZ4f0YXUOi2WHdiPTQWn8cOt91h83aUHh+HV8dMwOTYesT5+DqiSiIiIiJwZQyAispm/bl6HX/NPXtVj/VTWd0QqaaxHfn0N8utrLnkfsUh0LiRyhb/KDUFu7nh/+lyLbY2CESKIODWNrkiLTofvik7j+93rUaVRAwB+PHkUNw9Istj+4SGj7FkeEREREZEJQyAiuiZtej1cpJa/lUzpN+CqQyB/lavVa9XnPmhfDqMgoFLdjEp1M4AKBHax3fZn2fvx7OZfLhhN1D6iKMDVzRQimaatqdzgq1JBLuG30d5KEAS0GfRQSC1Pqz1RXYltZ/LQrG2DWqdFs7YNzVqt2bFaq8XZpgbUt7aYPfafOzdhZtwgSMQchUZEREREPYfNPr0IgoD7778fI0eOxH333Wc6v3TpUnzxxRdobm7GmDFj8OKLL8LHp309hKKiIjz++OPIz8/H+PHj8dprr0EulwMATpw4gT/+8Y9Ys2YNp0IROVhBXQ3W5Z3A+twTOFFTiSO//wuk4s7/LifHDgDwo+nYTSbH+Oj+mNovAddHxuLU8eMI7ReL2rYWVKvVqNI0o1qjRpVGjSgvb6tfv0p9+SHQxboaYVSlUaNVr0dJYz1KGusv635eCiX8Va4IdvPAqtvus9imqa0NOqMBXgoFp6bZwKmaKhwqPwu1Toumc8HMxUGNtSDHVSbHmT++YPG++0uL8NSmn6+6pl3FhRgTGXMtT42IiIiIqFvZJATS6/V45ZVXsGPHDowcOdJ0fvny5fjkk0/w+uuvw9/fHy+99BIee+wxfPbZZwCAJUuWICEhAW+88QaeeOIJrFixAnfccQcA4O2338YjjzzCAIjIAQxGIzLLSrAut319n5M1lWbX950twsjw6E6PC3b3wIz+AxHo5o4p/RIwOjzaNGrIYDBAKZEiwtMb0ZIrWxvl8RHjcNOARFRrmlGlVrf/qVGjWnP+/y8emdHBr8sRRs1XVAcA1Le2oL61Bc1a6zv1fXssC3/e8BMkIjH8VCr4qS4aWeRqPsKo40/XcyF4X1FYX4vTtVWXCGksX/NWqLDvgccs3vfXvJN4Ycvaq6pJrdNaXcjZTe5yVfe8ISYeT466HmnBYVf1eCIiIiIiW+n2ECgvLw9PPfUUampq4OHhYXbt448/xgMPPIBx48YBaA99Jk6ciGPHjmHgwIE4ffo0nnnmGURHR2PUqFE4fbp9G93s7GycPXsW06ZN6+5yiciKZm0bthTmYl3eCfyad7LLKVhrc09YDIEA4POb7+j22hIDgpEYENxlG61BjxqNxiwgqtI0I8jV3epjqq5gmtnFuhxhdG7kkkEwokLdjAr15YVNKpkMIW6e2Hv/Hy2GFJXqZlQ0N5pCJVk3heSlTQ0oa25Es1YL9bmRM2ptG5q0Wqh1bebnLzoO9fDED7fea/G+/8vJxJu7t1xVTUbB8qLiAOB2DWGZURDQotdBJet8DzcL57pyXWQsnh4zEUNCIq66HiIiIiIiW+r2EGjfvn1ISUnBo48+ilmzZpnOV1VVobi4GEOGDDGdCw8PR3BwMDIzMzFw4ECEhoYiOzsbw4cPx6FDhzBmzBgAwFtvvYVHH30UYq6tQGRTpU0NWJ97AuvyTmDbmXy0GfSX9bjfCk7jlfFTbVzdlZFLpAh290Cwu8elG5/zt+un4eEhozpNTas2/X/zudFG6k6hRHePMAIAjU4HjV5ndaHqH0/m4MmN56crtU9NOzeSyNUNvgoV1PX1cKspgUanQ/MFo2v6+fjhP9PmWLzvv/dux9KDu6+qZp3RYPWa+1WOrAGAZq3W6rWrHbHTQa3VWgyBAt3cMTo8Gm5yF7jK5e1/yuSmY/dzxyqpDPrKKswYOYajVYmIiIioR+v2EGj+/PkWz1dUVAAAAgMDzc77+/ujvLwcAPDoo4/ioYcewvvvv4/ExETMnz8fe/bsQVNTEyZNmtTdpRLRBW7+5r/Yeibvstv7qVxxQ2w8pvZLwLjIWBtWZj8h7p4Icfe8ZDuD0Yj61hZTQFSlUcPTRWG1/TWNMFKqrN/3orWROqamna6tMm94pvNj2/Q6q/e9lpE1XU2Lu5bpbTqjAVqD3uJC3AGubhjkH9QpqHGzENxYuu6tVFr8msmBIVg9//5L1mYwGJDd3HrVz42IiIiIyF7stq1Na2v7G2T5RR8C5HI5tOd+w5ucnIxt27ahvr4efn7ta4S8/fbbWLx4MXJycvDcc8+hpaUFixcvxvTp06+qDoPBAIPB+m+qe7KOuntr/b2Fs/azt8LyB+ELDfANwA2x8ZgSG4/0oDCznY+utL96ez97uSjg5aJAf29f0zlrz+X9qXPw6nVTLli36ILRRS0Xnmv/78IRWL4qV6v3rVI3XXX9Tdo2q/dVWtkt63KodVqr9/VyUSLEzaPzqBqZHG5yOVxlcuvX5C6AUYABne89KiwKW+5++KprhnBtr8Pe/lruLdjPtsc+tg/2s32wn22PfWwf7Gf76Av9fLm12y0EcnFpH66vvWhIv1arhUp1/jfdUqnUFABt2bIFADBu3DhMnz4djzzyCJKSkjB79mwMGTIEAQEBV1zHqVOnrvIZ9Bw5OTmOLsEp9KV+rte2YV9NOeq1bZgXGWexTYJUiVUXnZOIREjy8sMIv2AM9wtCSMe6N5W1yKms7Zba+lI/Xw7fc//Fy9wATzfgooFHgiCgxaBHvbYN9bo2SEViZGdnW7xXaVUlxACMV1FHg0Zt9b71lVWQi8VQSWRQSqVQSjr+k0AplUEpkUAlkUEhkUAllV1wXQqlVIqsrCyLU9iiAHw2bOLlFSgAaDMCba0A2n+JkFNe1eVDHM3ZXsuOwn62PfaxfbCf7YP9bHvsY/tgP9uHM/Sz3UKgoKAgAEBlZaXp/4H2tYIshTmCIOCdd97Bk08+iYaGBuTm5mL8+PFQKBSIjIxETk4OJkyYcMV1xMXFmYVOvYnBYEBOTg6SkpK47oQN9YV+FgQBubXVWJd3AuvyTuJAWTGMggCVVIYXpt8MhYWRHlGt8Xj9WCZc5XJMjO6PKbEDcH1UP3hexgihq9EX+tnRvkpNhcFoRF1ri9nOaNUaNapb1KhqbkJpdRVC/QPOTX9qnxLlKpPDS6FEanyixfumpKTgRZHl9YKoM76W7YP9bHvsY/tgP9sH+9n22Mf2wX62j77QzxqN5rIGvdgtBPL390d4eDgyMzORnJwMACguLkZZWRkyMjI6tV+/fj08PDwwfPhwNDY2AgCMxvbfd+v1eghd7BTTFYlE0mv/Ujv0hefQG/S2ftYbDdhbUoS1ucexLvcE8utrOrXR6HXYVXIGk2LjO13zdXXDxrsewkD/oG7bZepy9LZ+7mkkEgkCZTIEWlgA22AwIDs7G6mpqexjO+Br2T7Yz7bHPrYP9rN9sJ9tj31sH+xn++jN/Xy5ddstBAKAu+66C++99x7Cw8MREhKCl19+GaNHj0Z8vPkHUqPRiHfffRevvvoqAMDDwwNRUVH4+uuvMXDgQOTn5yMx0fJvsImcSWNbKzbmn8L6vBPYkH8K9a0tl3zM2tzjFkMgAEgJCu3uEomIiIiIiKiHsGsIdPfdd6OxsREvvPACWltbMXr0aLz44oud2q1evRqhoaFIS0sznfvb3/6Gp59+Gmq1Gs8//7zZlDIiZ9Km12PZoX1Yl3sCO4sLoDde3oowKpkM10f1x3VR/WxcIREREREREfVENg2BfvvtN7NjkUiERYsWYdGiRV0+btasWZg1a5bZuYyMDGzYsKG7SyTqdWQSMd7asxWV6uZLtg12c8eUfgmY0m8AxkTEWFwLiIiIiIiIiJyDXUcCEdHlUWu1qNY0I9LLp9M1sUiMG2Li8WVOpsXHJgcEY0q/BEztNwDJgSEWd2kiIiIiIiIi58MQiKiHKGtqxPq8E1ifdwJbz+RhWGgkfrj1Xottp/ZLMIVAcokEYyJiMLVfAm6IjUeYh5cdqyYiIiIiIqLegiFQL/NDcS4+KS9AsLsHAl3dEejmjkBXN9P/q2RyR5dIl0kQBBytKsfa3ONYn3sCB8vPml3fWVyAxrZWeLgoOj12XFQsbk9Kx+TYAbgush/cXVzsVTYRERERERH1UgyBepmDtZXYU11u9bq73AVBbu4XBETtfwa5uiPWxw/pwWF2rJYu1qbXY2dxAdblHse6vJMoaay32lZvNGJTwWncPCCp0zWVTI73ps6xYaVERERERETU1zAE6mVq2lq7vN6kbUNTbRtO11Z3ujYldgC+mnOXxcd9d+wQCutrTYFRR4Dkp3KFRCzultqdVW2LBhvyT2Jt7gn8VnAazdq2y3qcRCRGnoW/RyIiIiIiIqKrwRCol6nVdh0CdSXQzd3qtRXHsrEh/1Sn8xKRGP4qV1MoFODq1h4UXTDKKNzDC0FuHlddV192pr4Wgz/6F4yCcFnt3eUumBgTh6n9EjAhuj+8lSobV0hERERERETOgiFQLzM7vB8Ed1dUatSoaG5ChboJFc1NaNHrLvnYQFfrIVBFc5PF8wbBiHJ1E8rVlq8DwLR+Cfhy9p0Wr/1WcBp1rS1mo4ucaf2aCE9vhHt44UxDXZdtpvQbgKn9EjAiLBJyCf9ZEhERERERUffjp81eZl5kHFJTUyGRSEznBEFAk7bNLBQqP/dnhenPZkRZ2G68Q0UXIc+ldDXC6IPMXdh40QgjV5ncNKLowjWLOo47Rhl5K5UQi3ruVLTGtlb8VnAa6/NOYHBwOO5PH96pjUgkwpR+Cfgwc5fZ+cHB4ZjabwCm9EtAgl8At3EnIiIiIiIim2MI1AeIRCJ4uCjg4aJAf1//q7rHlH4JKG1qMAVHVRr1ZU9hCnB1s3rN0ggjtU6LgvpaFNTXdnnfGXGD8Pms2y1ey6kohc5oRKCbOwJUbpBdEIrZUnFDHdblncC63BPYUVQAndEAAMirq7EYAgHA1H4D8Pmh/bguKhZT+iXghpj4LoMzIiIiIiIiIltgCEQAgLcmzzI71hsNqL5gyll5cxMq1c0WRxp1Oc3sGkYYBahcrV57aduv+K3gNABABBF8VSqzHdHMd0hzM/2/Sia/ohqMghHZ5aXt27jnncCRSss7s2WWlqBS3WwxEBsZHoXcRc9CKZNd0dcmIiIiIiIi6k4MgcgiqViCIDePSy74LAgCDILR6rUBvgHwkCtQrm667F2xOnQ1WubCEUYCBFRr1KjWqHG0ynJI08Fd7oLbEtPwz4k3Wrxe3twIg8GA3VVl+PzXM9iQf6rL9ZAurOHXvBO4Mzmj0zWpWAKp2D4jlYiIiIiIiIisYQhE10QkEkEqshxwiEQirLrtPtOxWqtFhboJledGFlVcMJrowuOaFg2ASyxkfZUjjJq0bRC6mOb2+zXfYeuZvMu+n0wsweiI6HO7ecVdVU1ERERERERE9sAQiOzGVS5HjNwXMd6+XbbTGvSo0qjhLre8i5jBaISLRAqpWAy90fIopK50OcLoMsIlb4USN8TGY0q/BIyP6gcPF8UV10BERERERERkbwyBqMeRS6QIdfe0el0iFiPn93+BUTCitqXF4m5o5edGHHWc0+h0psd3NcKoUt1s8Xw/bz/TNu5DQsM5vYuIiIiIiIh6HYZA1GuJRWL4qVzhp3LFIARZbScIApq0baZAKNbbz2I7rUGP2nNT0cQAhoVFYkq/BEyJHXDVu64RERERERER9RQMgajPE4lE8HBRwMNF0WWYI5dIUfr4i6hsasKZU6cwMmMIJHbaep6IiIiIiIjI1sSOLoCoJ1FIZQj18IRKyu3ciYiIiIiIqG9hCERERERERERE5AQYAhEREREREREROQGGQEREREREREREToAhEBERERERERGRE2AIRERERERERETkBBgCERERERERERE5AYZAREREREREREROgCEQEREREREREZETYAhEREREREREROQEGAIRERERERERETkBhkBERERERERERE6AIRARERERERERkRNgCERERERERERE5AQYAhEREREREREROQGGQEREREREREREToAhEBERERERERGRE2AIRERERERERETkBBgCERERERERERE5AYZAREREREREREROgCEQEREREREREZETYAhEREREREREROQEGAIRERERERERETkBhkBERERERERERE6AIRARERERERERkRNgCERERERERERE5ATsHgLp9Xq89tprGDFiBAYPHoznnnsOGo0GAHD48GFMnToVGRkZ+Pvf/272uI0bN2LBggX2LpeIiIiIiIiIqE+wewj0zjvvYOPGjXj33XexdOlS7N+/H6+++ioA4MUXX8T06dPxv//9Dxs2bMDWrVsBAIIg4N///jf++Mc/2rtcIiIiIiIiIqI+wa4hUFtbG7788kv86U9/QkZGBgYPHoyXXnoJq1atQm1tLXJzczFt2jTEx8cjLS0Np06dAgD88ssvCAoKQlpamj3LJSIiIiIiIiLqM+waIq2qpgAAESJJREFUAh0/fhwajQZDhgwxnRs8eDAAIDs7G6GhocjOzoZGo8Hx48cRGhoKg8GAd999F4sXL7ZnqUREREREREREfYrUnl+soqICEokEfn5+pnMymQxeXl4oLy/HX/7yFzz++ON47rnnMHbsWEyePBmrVq1C//79MWjQoGv62kajEQCgVqthMBiu6V6O0vEcmpubIRZzTW9bYT/bB/vZ9tjH9sF+tg/2s+2xj+2D/Wwf7GfbYx/bB/vZPvpCP7e2tgI4/1ysEQmCINijIABYtWoVXnzxRWRnZ5udv+6667Bw4UIsXLgQWq0Wzc3N8PHxgVarxbRp0/D++++jtLQUr732GqRSKZ599lmMGDHiir52TU0NCgsLu+/JEBERERERERH1IFFRUfD19bV63a4jgRQKBXQ6XafzWq0WKpUKACCXy+Hj4wMAWLFiBVJSUhAREYG77roLS5cuhSAIePjhh/Hbb7/BxcXlsr+2p6cnoqKi4OLi0muTPSIiIiIiIiKiixmNRrS1tcHT07PLdnYNgYKCgqDX61FbW2sKenQ6Herr6xEYGGjWtrW1FR999BGWLVuGvLw8iMViJCcnA2jfLaygoAADBgy47K8tlUq7TMOIiIiIiIiIiHorNze3S7ax65CYAQMGQKVS4cCBA6ZzmZmZEIvFSElJMWv7v//9DyNHjkRUVBREIpHZvDa9Xm+3momIiIiIiIiI+gK7TwebO3cu/v73v8PDwwNyuRx//etfMXv2bHh5eZnaNTc3Y9myZVi+fDmA9jltBoMBv/zyCwwGA0QiEaKiouxZOhERERERERFRr2bXEAgA/vSnP0Gv12PRokUQiUSYPHkynn32WbM2y5Ytw8SJExEaGgoAUCqVePXVV/Hqq69CKpXi9ddfh0KhsHfpRERERERERES9ll13ByMiIiIiIiIiIsfgNllERERERERERE6AIRARERERERERkRNgCERERERERERE5AQYAhEREREREREROQGGQEREREREREREToAhkINUV1fjz3/+M0aOHIlhw4Zh0aJFKC8vN11funQpxowZg7S0NDz66KOora21eJ8PP/wQDz744BVfcwa27uPPP/8ckydPRmpqKmbNmoVNmzbZ7Ln0ZLbsZ0EQ8N577+G6665DSkoKbr/9dhw6dMimz6cnssf3CwCoqKjAkCFD8P3333f7c+gNbN3PN998M+Lj483+W7p0qc2eT09l637et28f5syZg+TkZEyZMgXr1q2z2XPpqWzZx9dff32n13F8fDwmTJhg0+fUE9n6tbxu3TrMmDEDqampuOmmm/Dbb7/Z7Ln0ZLbu52+//RZTpkxBWloa7r33Xpw+fdpmz6WnupY+1ul0+Pe//43rr78eaWlpuO2225CZmWl2/y1btmD69OlITk7GvHnzcOTIEbs9t57E1v3c4eeff8aMGTNs/nx6Klv3c5/4DCiQ3RmNRuG2224Tbr/9diEnJ0c4fvy4cM899wg33nijoNVqha+//loYOnSosGXLFuHo0aPCvHnzhLvvvrvTfX744QchISFB+N3vfndF15yBrfv4m2++EdLT04U1a9YIZ86cEf773/8KCQkJwsGDB+31FHsEW/fzhx9+KAwbNkzYsmWLcObMGeGVV14R0tPThZqaGns9RYezx/eLDvfee68QFxcnrFy50pZPqUeydT8bDAYhOTlZ2LBhg1BZWWn6T61W2+sp9gi27udTp04JiYmJwpIlS4TCwkLho48+EgYOHCgcPXrUXk/R4WzdxzU1NWav4UOHDgkpKSnCl19+aa+n2CPYup+zs7OFQYMGCcuXLxeKiopMr+Vjx47Z6yn2CLbu547zn376qZCfny/83//9nzB06FChqqrKXk/R4a61j//1r38JY8aMEbZu3SoUFBQI//jHP4SUlBShqKhIEARBOHHihJCUlCQsW7ZMyM3NFZ577jlh2LBhQn19vaOeskPYup87bN++XUhJSRGmT59u76fYI9i6n/vKZ0CGQA5w+vRpIS4uTsjLyzOdKy8vF+Li4oTs7GxhwoQJwkcffWS6VlRUJMTFxZnexDY1NQlPPPGEkJKSIkyePNnsB1pX15yJLftYEARhzpw5wpIlS8zOLVy4UHjhhRds+Kx6Hlv387vvviv88MMPpuOmpiYhLi5O2LJli22fWA9i6z7u8NVXXwlz5swRkpOTnTIEsnU/FxQUCHFxcU71wcISW/fzE088Idx7771m5+677z7h008/td2T6mHs9T2jw7333ivcf//9tnkyPZit+/lf//qXcPPNN5udGzdunPDJJ5/Y8Fn1PLbu55kzZwrPPfec2bl77rlHePvtt234rHqWa+3jESNGCF9//bXZPW+44Qbhww8/FARBEJ5++mnhgQceMF0zGAzC+PHjner7siDYvp91Op3wyiuvCIMGDRJmzJjhtCGQrfu5r3wG5HQwB/D398eHH36IqKgo0zmRSAQAKCkpQXFxMYYMGWK6Fh4ejuDgYNNQtJKSEjQ3N+P7779Hamqq2b27uuZMbNnHAPDUU09h3rx5ZudEIhEaGxu7/8n0YLbu50ceeQSzZs0CADQ3N2Pp0qXw8PBAYmKizZ5TT2PrPgaA4uJivP322/jHP/4Bsdg5fyzYup9Pnz4NDw8P+Pn52fR59HS27uedO3diypQpZuc+/vhjLFy4sNufS09lj+8ZHbZt24a9e/fimWee6fbn0dPZup+9vb2Rm5uLvXv3QhAEbN26FdXV1UhOTrbp8+ppbN3PZ86cQXp6utm5hIQEq9Ns+qJr6WOj0YglS5Zg4sSJne7b8Z744MGDyMjIMJ0Xi8XIyMhwqj4GbN/P/9/e/cZi9f5xAH+L+Zew/J3NJN90+5fZekI2RvRA1tpK8i+NzDClB+LWFEvFELEkjGpsygPVg/4sw7RSEzOrmFHLDLE2zTDC70HLb/eX3++Jc3Ef5/3aPLmOY5/rvbPjvq5zruuenZ3Fly9f0NDQgODgYLGd0WKic94uY0C9rS5AiczMzODv76/RVltbC2NjY1hZWQEAbGxsNI5bWVmtrmVUqVS4e/fuun/7/x1TEpEZA9D4ZwYA/f396OzsRG5urgTVy4fonP9qampCVlYWdHR0kJ+fDwsLC2k6IAOiM15eXkZGRgbi4uLwzz//SFu8jIjOeXBwECYmJkhNTUV3dzesrKwQGxuLY8eOSdsRLScy55mZGfz8+ROGhoZIS0vD+/fvYWtri5SUFAQEBEjfGS21WfdlALhz5w5CQ0Ph6Oi48cJlRnTOYWFh6OzsRExMDHR1dbG0tAS1Wr3m88d2JzpnS0tLTExMaLSNjY39z32FtqONZLxjxw74+PhoHGtra8O3b99w6NAhAH/2G1zv/A8fPkjcE+0mOmdTU1PU19cDANrb2wX1QvuJznm7jAGV+chXyzQ3N6O2thYXL15cfQqvr6+v8Tv6+vpYWFjYivK2BZEZj4+PIzk5Ge7u7qtvrSiVqJx9fHzQ3NyMxMREqNVqvHv3TrKa5UbqjOvq6rCwsIC4uDjJa5UzqXMeGhrCzMwMgoKCUF1djZCQEKjVajx9+lTy2uVEypxnZmYAAHl5efD09ERNTQ0OHz6M5ORkdHV1SV+8TIi6L3/+/Bk9PT04e/asZLXKmdQ5T01NYXp6GpcvX0ZTUxPOnz+PwsJCvH37VvLa5UTqnENDQ1FbW4uPHz9iaWkJLS0taGlpweLiouS1y8VGMh4YGMClS5cQHBwMb29vAMD8/DzHNeuQOmdan8ic5TwG5CTQFmtoaEBmZibOnDmD6OhoGBgYAMCaC3FhYQHGxsZbUaLsicz469eviIiIgL6+PioqKqCnp9yX60TmbGdnBxcXF1y4cAHe3t64f/++ZHXLidQZDw0NoaKiAjdv3oSurq6QmuVIxLWcn5+P1tZWhIaGQqVSIT4+HidPnkRdXZ3U5cuG1Dn/vf8GBwcjNjYWLi4uSEpKgp+fHx48eCB9B2RA5H352bNn8PDwgLOzs2T1ypWInLOysnDgwAFER0fD1dUVSUlJCAkJQWlpqeT1y4WInBMTExEUFISYmBi4u7ujsrISkZGR2Llzp+T1y8FGMu7p6UFMTAycnJxQUFCw2m5oaLju+UZGRoJ6of1E5ExricxZ7mNATgJtobKyMuTk5CAhIQGZmZkAAFtbWwDAjx8/NH53cnIS1tbWm16j3InMuK+vD6dPn4aZmRnq6+sVtUTp30Tl/Pr1a4yMjGi0OTs7K+o17b9EZPz8+XPMzMzgxIkT8PLygpeXF2ZnZ3HlyhXEx8dL3wkZEHUt6+npwcTERKNt3759a5YhKIWInM3NzaGvr79mUsLJyQmjo6MSVS4foj9jtLW1KXrfib9E5dzX1weVSqXR5uHhge/fv0tQtfyIytnAwADXrl1Dd3c3Ojo68OjRIywvL8Pe3l7aDsjARjJub29HbGws3N3dUVNTozHBY2Njg8nJyTXn/3tJjlKIypk0icx5O4wBOQm0RaqqqlBeXo6MjAykpaWttltZWcHe3l5js7SRkRGMjY0pbh34RonMeHh4GHFxcdi7dy8ePnyI3bt3S16/XIjMubCwEA0NDRptfX19itu7RlTGUVFRePHiBZqbm1d/jIyMkJqairy8PCF90WYir+Xw8PA1T5I+ffoEJycnaYqXEVE56+npwdPTE319fRrtg4ODcHBwkK4DMiD6M8b09DSGh4c1NtdUIpE5W1tbo7+/X6NNidcyIDbn4uJi1NXVwcDAAJaWllheXkZra6vilthsJOOuri6kpKTAz88PFRUVawbMXl5eGktyl5eX0dXVpchxjcic6b9E5rxdxoDyem9pmxgaGkJJSQlOnTqFo0ePasyOm5mZITo6GuXl5bC3t4ednR1yc3Ph6+uL/fv3b2HV8iI6Y7VaDSMjI1y/fh1zc3OYm5sD8OeJkqmpqZA+aSPROcfGxuLGjRtwd3eHq6srHj9+jN7eXtltvrYRIjM2NzeHubm5RpuOjg4sLCwU94RO9LUcGBiI8vJyuLq6wsPDA62trXjy5Amqq6tFdUkric753LlzSEpKgpubG/z9/fHq1St0dHSsbpapBJvxGWNgYADAn7fZlEp0ztHR0SgqKoJKpcLBgwfx5s0bNDU1KW45mOicbWxscPv2bTg7O8POzg5lZWVYWVnB8ePHRXVJ62wk48XFRaSnp8PJyQlqtRrT09Or5xoZGcHExARRUVEICwtDVVUVAgICcP/+fczPz8tuD5WNEp0z/SE65+0yBuQk0BZ4+fIlfv/+jcbGRjQ2NmocKy0tRUxMDH79+oXs7GzMz8/D19cXV69e3ZpiZUpkxuPj4+jp6QEAHDlyROOYv78/KisrJemDHIi+lsPDw7G4uIiSkhKMj49DpVKhpqZGUd9Ew/vF5hCdc3x8PFZWVlBSUoKJiQns2bMHxcXFinvaLDpnPz8/FBUVoaysDAUFBXB0dERZWdmar4DezjbjnjE1NbXuEkclEZ1zVFQUdHV1ce/ePeTk5MDBwQFFRUUIDAyUuCfaTXTOERERmJycRHp6Oubm5uDt7b36ZpBSbCTj3t5ejI6OYnR0FH5+fhrnRkZGIjs7G25ubrh169bqvdnV1RXV1dXYtWvXZnVRK4jOmf4QmXNCQsK2GQPqrKysrGx1EUREREREREREJBb3BCIiIiIiIiIiUgBOAhERERERERERKQAngYiIiIiIiIiIFICTQERERERERERECsBJICIiIiIiIiIiBeAkEBERERERERGRAnASiIiIiIiIiIhIATgJRERERERERESkAJwEIiIiIiIiIiJSAE4CEREREREREREpACeBiIiIiIiIiIgUgJNAREREREREREQK8B/2B/tFjG236wAAAABJRU5ErkJggg==",
      "text/plain": [
       "<Figure size 1400x700 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Set the corrected custom color palette\n",
    "colors = ['#0063A6', '#666666', '#A71C49', '#DD4814', '#F6A800', '#94C154', '#11897A', '#C589E8']\n",
    "sns.set_palette(sns.color_palette(colors))\n",
    "\n",
    "# Binary categories\n",
    "binary_categories = [\n",
    "    'binary_ComparingMethods', 'binary_Human_int', 'binary_ErrorRateAnalysis',\n",
    "    'binary_Downstream', 'binary_Info', 'binary_Human_ext', 'binary_Distinctivness', 'binary_Similar'\n",
    "]\n",
    "\n",
    "# Prepare the data\n",
    "df_overtime = df[df['Year'] > 2010]\n",
    "n_year = df_overtime['Year'].value_counts().sort_index().reset_index(level=0)\n",
    "\n",
    "# Group by Year and sum the binary categories\n",
    "gr = df_overtime[['Year'] + binary_categories].groupby('Year').sum().reset_index()\n",
    "gr['n_year'] = n_year['Year']\n",
    "\n",
    "# Calculate percentages for each binary category\n",
    "for val in binary_categories:\n",
    "    gr[val] = (gr[val] * 100) / gr['n_year']\n",
    "\n",
    "# Define a reusable plotting function\n",
    "def plot_categories(x, y_data, labels, linestyles, colors, title, filename):\n",
    "    fig, ax = plt.subplots()\n",
    "    for y, label, linestyle, color in zip(y_data, labels, linestyles, colors):\n",
    "        plt.plot(x, y, label=label, linestyle=linestyle, color=color, linewidth=3)\n",
    "    ax.set_xticks(range(2011, 2023))\n",
    "    ax.set_ylim([0, 100])\n",
    "    ax.set_yticks(range(0, 101, 10))\n",
    "    fmt = '%.0f%%'  # Percentage format for y-ticks\n",
    "    ax.yaxis.set_major_formatter(mtick.FormatStrFormatter(fmt))\n",
    "    plt.legend(prop={'size': 12}, loc='upper left')\n",
    "    plt.savefig(filename, bbox_inches='tight', format='pdf')\n",
    "    plt.show()\n",
    "    plt.close(fig)\n",
    "\n",
    "# X values (Years)\n",
    "x = gr['Year']\n",
    "\n",
    "# Plot 1: Consistent Categories\n",
    "plot_categories(\n",
    "    x=x,\n",
    "    y_data=[gr['binary_Downstream'], gr['binary_Similar']],\n",
    "    labels=['Downstream Tasks', 'Similarity And Distance Measurements'],\n",
    "    linestyles=['-', 'dashed'],\n",
    "    colors=[colors[3], colors[7]],  # Corrected to use the new color palette\n",
    "    title='Over Time: Consistent Categories',\n",
    "    filename='overtime_consistent.pdf'\n",
    ")\n",
    "\n",
    "# Plot 2: Decreasing Categories\n",
    "plot_categories(\n",
    "    x=x,\n",
    "    y_data=[gr['binary_ComparingMethods'], gr['binary_ErrorRateAnalysis'], gr['binary_Info']],\n",
    "    labels=['Comparing Models', 'Error Rate Analysis', 'Information Theory Metrics'],\n",
    "    linestyles=['-', 'dashed', 'dotted'],\n",
    "    colors=[colors[0], colors[2], colors[4]],  # Corrected to use the new color palette\n",
    "    title='Over Time: Decreasing Categories',\n",
    "    filename='overtime_decrease.pdf'\n",
    ")\n",
    "\n",
    "# Plot 3: Increasing Categories\n",
    "plot_categories(\n",
    "    x=x,\n",
    "    y_data=[gr['binary_Human_int'], gr['binary_Distinctivness'], gr['binary_Human_ext']],\n",
    "    labels=['Internal Qualitative Inspection', 'Distinctivness of Topwords', 'External Qualitative Inspection'],\n",
    "    linestyles=['-', 'dashed', 'dotted'],\n",
    "    colors=[colors[1], colors[6], colors[5]],  # Corrected to use the new color palette\n",
    "    title='Over Time: Increasing Categories',\n",
    "    filename='overtime_increase.pdf'\n",
    ")\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "The counter for binary_ComparingMethods is: 18\n",
      "The counter for binary_Human_int is: 39\n",
      "The counter for binary_ErrorRateAnalysis is: 15\n",
      "The counter for binary_Downstream is: 12\n",
      "The counter for binary_Info is: 9\n",
      "The counter for binary_Human_ext is: 6\n",
      "The counter for binary_Distinctivness is: 1\n",
      "The counter for binary_Similar is: 1\n"
     ]
    }
   ],
   "source": [
    "### Get information for heatmap\n",
    "selected_df = df[binary_categories].copy()  \n",
    "selected_df['binary_category_count'] = df['binary_category_count']\n",
    "\n",
    "co_occurrence_matrix = selected_df.T.dot(selected_df)\n",
    "co_occurrence_matrix.to_csv('co_occurrence_matrix.csv')\n",
    "\n",
    "solo_counts = {}\n",
    "for column in binary_categories:\n",
    "    solo_counts[column] = df.loc[(df[column] == 1) & (df['binary_category_count'] == 1), :].shape[0]\n",
    "    print(f\"The counter for {column} is: {solo_counts[column]}\")\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1400x700 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 1400x700 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "### Convergence Plots \n",
    "\n",
    "# all methods all studies\n",
    "def calculate_entropy_for_year(group, methods):\n",
    "    \"\"\"\n",
    "    Calculates the entropy for a group of articles (grouped by year) based on methods used.\n",
    "    Ensures that missing methods are counted as zero occurrences.\n",
    "    \"\"\"\n",
    "    # Create a frequency count for all methods, including missing ones\n",
    "    method_counts = group[methods].sum().reindex(methods, fill_value=0)\n",
    "    \n",
    "    # Normalize the counts to get probabilities\n",
    "    probabilities = method_counts / method_counts.sum()\n",
    "    \n",
    "    # Calculate entropy (Shannon entropy)\n",
    "    return entropy(probabilities, base=2)\n",
    "\n",
    "# Group the dataset by year and apply the entropy calculation to each group\n",
    "entropy_per_year = df.groupby('Year').apply(lambda group: calculate_entropy_for_year(group, methods))\n",
    "\n",
    "plt.figure(figsize=(14,7))\n",
    "sns.lineplot(x=entropy_per_year.index, y=entropy_per_year.values, linewidth=1.5, color=colors[0])\n",
    "#plt.title('Entropy of Methods Applied in Articles Over Time')\n",
    "plt.xlabel('Year')\n",
    "plt.ylabel('Entropy')\n",
    "plt.grid(True)\n",
    "plt.gca().xaxis.set_major_formatter(mtick.StrMethodFormatter('{x:.0f}'))\n",
    "plt.show()\n",
    "plt.savefig('entropy_overtime.pdf', bbox_inches='tight', format='pdf')\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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WQREEAAAAAABgERRBAAAAAAAAFkERBAAAAAAAYBEUQQAAAAAAABZBEQQAAAAAAGARFEEAAAAAAAAW8X8BSYwEyBDA56YAAAAASUVORK5CYII=",
      "text/plain": [
       "<Figure size 1400x700 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1400x700 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Calculate entropy for All Studies\n",
    "df = df[df['Year'] != 2022]\n",
    "entropy_all = df.groupby('Year').apply(lambda group: calculate_entropy_for_year(group, methods))\n",
    "\n",
    "# Group 1: Substantive vs Methodological Studies\n",
    "entropy_substantive = df[df['Substantive'] == 1].groupby('Year').apply(lambda group: calculate_entropy_for_year(group, methods))\n",
    "entropy_methodological = df[df['Methodological'] == 1].groupby('Year').apply(lambda group: calculate_entropy_for_year(group, methods))\n",
    "\n",
    "plt.figure(figsize=(14,7))\n",
    "# Plot lines with different line styles\n",
    "plt.plot(entropy_all.index, entropy_all.values, linestyle='-', linewidth=1.5, label='All Studies')  # solid line\n",
    "plt.plot(entropy_substantive.index, entropy_substantive.values, linestyle='--', linewidth=1.5, label='Substantive Studies')  # dashed line\n",
    "plt.plot(entropy_methodological.index, entropy_methodological.values, linestyle='-.', linewidth=1.5, label='Methodological Studies')  # dash-dot line\n",
    "\n",
    "#plt.title('Entropy of Methods Applied in All, Substantive, and Methodological Studies Over Time')\n",
    "plt.xlabel('Year')\n",
    "plt.ylabel('Entropy')\n",
    "plt.grid(True)\n",
    "plt.gca().xaxis.set_major_formatter(mtick.StrMethodFormatter('{x:.0f}'))\n",
    "plt.legend(prop={'size': 12})\n",
    "plt.savefig('entropy_all_substantive_vs_methodological.pdf', bbox_inches='tight', format='pdf')\n",
    "plt.show()\n",
    "\n",
    "# Group 2: Core vs Peripheral Social Sciences\n",
    "entropy_core = df[df['Field'] == 'Social Science'].groupby('Year').apply(lambda group: calculate_entropy_for_year(group, methods))\n",
    "entropy_peripheral = df[df['Field'] != 'Social Science'].groupby('Year').apply(lambda group: calculate_entropy_for_year(group, methods))\n",
    "\n",
    "\n",
    "plt.figure(figsize=(14,7))\n",
    "plt.plot(entropy_all.index, entropy_all.values, linestyle='-', linewidth=1.5, label='All Studies')  # solid line\n",
    "plt.plot(entropy_core.index, entropy_core.values, linestyle='--', linewidth=1.5, label='Core Social Sciences')  # dashed line\n",
    "plt.plot(entropy_peripheral.index, entropy_peripheral.values, linestyle=':', linewidth=1.5, label='Peripheral Social Sciences')  # dotted line\n",
    "\n",
    "#plt.title('Entropy of Methods Applied in All, Core, and Peripheral Social Sciences Over Time')\n",
    "plt.xlabel('Year')\n",
    "plt.ylabel('Entropy')\n",
    "plt.grid(True)\n",
    "plt.gca().xaxis.set_major_formatter(mtick.StrMethodFormatter('{x:.0f}'))\n",
    "plt.legend(prop={'size': 12})\n",
    "plt.savefig('entropy_all_core_vs_peripheral.pdf', bbox_inches='tight', format='pdf')\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/var/folders/f2/wyd2lb6n62x4z40yhppm10s40000gp/T/ipykernel_6717/3846634385.py:2: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  df.loc[:, 'weight'] = df['weight'].str.replace(',', '.', regex=False)\n",
      "/var/folders/f2/wyd2lb6n62x4z40yhppm10s40000gp/T/ipykernel_6717/3846634385.py:3: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  df.loc[:, 'weight'] = pd.to_numeric(df['weight'], errors='coerce')\n",
      "/var/folders/f2/wyd2lb6n62x4z40yhppm10s40000gp/T/ipykernel_6717/3846634385.py:3: DeprecationWarning: In a future version, `df.iloc[:, i] = newvals` will attempt to set the values inplace instead of always setting a new array. To retain the old behavior, use either `df[df.columns[i]] = newvals` or, if columns are non-unique, `df.isetitem(i, newvals)`\n",
      "  df.loc[:, 'weight'] = pd.to_numeric(df['weight'], errors='coerce')\n"
     ]
    }
   ],
   "source": [
    "# Replace commas with dots and convert to numeric, using .loc for explicit assignment\n",
    "df.loc[:, 'weight'] = df['weight'].str.replace(',', '.', regex=False)\n",
    "df.loc[:, 'weight'] = pd.to_numeric(df['weight'], errors='coerce')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1400x700 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1400x700 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1400x700 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "### Entropy with weights \n",
    "\n",
    "# Define the entropy calculation function with weighting\n",
    "def calculate_entropy_for_year(group, methods, weights_col):\n",
    "    \"\"\"\n",
    "    Calculates the entropy for a group of articles (grouped by year) based on methods used,\n",
    "    incorporating the 'weight' column for weighted probabilities.\n",
    "    \"\"\"\n",
    "    # Multiply methods by weights to get weighted counts\n",
    "    weighted_methods = group[methods].multiply(group[weights_col], axis=0)\n",
    "    \n",
    "    # Create a frequency count for all methods, including missing ones\n",
    "    method_counts = weighted_methods.sum().reindex(methods, fill_value=0)\n",
    "    \n",
    "    # Normalize the counts to get weighted probabilities\n",
    "    probabilities = method_counts / method_counts.sum()\n",
    "    \n",
    "    # Calculate entropy (Shannon entropy)\n",
    "    return entropy(probabilities, base=2)\n",
    "\n",
    "\n",
    "# Calculate entropy for All Studies (including weights)\n",
    "entropy_all = df.groupby('Year').apply(lambda group: calculate_entropy_for_year(group, methods, 'weight'))\n",
    "\n",
    "# Group 1: Substantive vs Methodological Studies\n",
    "entropy_substantive = df[df['Substantive'] == 1].groupby('Year').apply(lambda group: calculate_entropy_for_year(group, methods, 'weight'))\n",
    "entropy_methodological = df[df['Methodological'] == 1].groupby('Year').apply(lambda group: calculate_entropy_for_year(group, methods, 'weight'))\n",
    "\n",
    "plt.figure(figsize=(14,7))\n",
    "\n",
    "# Plot lines with different line styles\n",
    "plt.plot(entropy_all.index, entropy_all.values, linestyle='-', linewidth=1.5, label='All Studies')  # solid line\n",
    "plt.plot(entropy_substantive.index, entropy_substantive.values, linestyle='--', linewidth=1.5, label='Substantive Studies')  # dashed line\n",
    "plt.plot(entropy_methodological.index, entropy_methodological.values, linestyle='-.', linewidth=1.5, label='Methodological Studies')  # dash-dot line\n",
    "\n",
    "#plt.title('Entropy of Methods Applied in All, Substantive, and Methodological Studies (Weighted) Over Time')\n",
    "plt.xlabel('Year')\n",
    "plt.ylabel('Entropy')\n",
    "plt.grid(True)\n",
    "plt.gca().xaxis.set_major_formatter(mtick.StrMethodFormatter('{x:.0f}'))\n",
    "plt.legend(prop={'size': 12})\n",
    "plt.savefig('entropy_all_substantive_vs_methodological_weighted.pdf', bbox_inches='tight', format='pdf')\n",
    "plt.show()\n",
    "\n",
    "# Group 2: Core vs Peripheral Social Sciences\n",
    "entropy_core = df[df['Field'] == 'Social Science'].groupby('Year').apply(lambda group: calculate_entropy_for_year(group, methods, 'weight'))\n",
    "entropy_peripheral = df[df['Field'] != 'Social Science'].groupby('Year').apply(lambda group: calculate_entropy_for_year(group, methods, 'weight'))\n",
    "\n",
    "plt.figure(figsize=(14,7))\n",
    "\n",
    "# Plot lines with different line styles\n",
    "plt.plot(entropy_all.index, entropy_all.values, linestyle='-', linewidth=1.5, label='All Studies')  # solid line\n",
    "plt.plot(entropy_core.index, entropy_core.values, linestyle='--', linewidth=1.5, label='Core Social Sciences')  # dashed line\n",
    "plt.plot(entropy_peripheral.index, entropy_peripheral.values, linestyle=':', linewidth=1.5, label='Peripheral Social Sciences')  # dotted line\n",
    "\n",
    "#plt.title('Entropy of Methods Applied in All, Core, and Peripheral Social Sciences (Weighted) Over Time')\n",
    "plt.xlabel('Year')\n",
    "plt.ylabel('Entropy')\n",
    "plt.grid(True)\n",
    "plt.gca().xaxis.set_major_formatter(mtick.StrMethodFormatter('{x:.0f}'))\n",
    "plt.legend(prop={'size': 12})\n",
    "plt.savefig('entropy_all_core_vs_peripheral_weighted.pdf', bbox_inches='tight', format='pdf')\n",
    "plt.show()\n",
    "\n",
    "# Plot: All Studies Weighted Entropy over time\n",
    "plt.figure(figsize=(14,7))\n",
    "\n",
    "# Plot the weighted entropy for All Studies with solid line\n",
    "plt.plot(entropy_all.index, entropy_all.values, linestyle='-', linewidth=1.5, label='All Studies (Weighted)')\n",
    "\n",
    "#plt.title('Entropy of Methods Applied in All Studies (Weighted) Over Time')\n",
    "plt.xlabel('Year')\n",
    "plt.ylabel('Entropy')\n",
    "plt.grid(True)\n",
    "plt.gca().xaxis.set_major_formatter(mtick.StrMethodFormatter('{x:.0f}'))\n",
    "plt.legend(prop={'size': 12})\n",
    "\n",
    "plt.savefig('entropy_all_weighted.pdf', bbox_inches='tight', format='pdf')\n",
    "plt.show()\n"
   ]
  }
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